troubleshooting

A Splunk environment ingests 10 TB per day. A user runs a search to count events per sourcetype over the last 7 days: `index=* earliest=-7d | timechart count by sourcetype`. The search returns partial results and eventually times out. The user needs to obtain the complete results efficiently. What is the best course of action?

The exhibit shows a search that reads a lookup file. Which of the following must be true for this search to work correctly?

A search includes a subsearch that returns 100,000 results, causing performance issues. Which optimization is best?

You are a Splunk administrator at a large e-commerce company with over 5,000 employees and millions of customers. The development team has created a dashboard that displays sales data by region, using a lookup table to map customer IDs to region names. The lookup file, 'customer_region.csv', is stored on the search head. Recently, the lookup table was updated with new customer IDs, but the dashboard continues to show old region names for new customers. You have verified that the lookup file contains the new mappings and that the file is correctly formatted. The dashboard uses the 'lookup' command in its base search. You have also confirmed that the lookup definition in transforms.conf points to the correct file. The lookup file is approximately 100 MB and is updated weekly. The dashboard is accessed by multiple users across the organization. The issue only affects new customers added in the latest update. Old customers still show correct regions. You have checked the file size and timestamp, and the new file is present. The Splunk version is 8.2. The search head is not clustered. No errors are appearing in the splunkd.log related to lookups. The dashboard uses a simple XML with a timechart and a lookup. The search string is: index=sales sourcetype=transactions | lookup customer_region.csv customer_id OUTPUT region | timechart count by region. You have also tried restarting the search head, but the issue persists. What is the most likely cause?

In a Splunk environment, an analyst is using the transaction command to group events from different sources. Which THREE factors are most important to consider when designing the transaction search for optimal performance? (Choose three.)

An analyst needs to add a field called 'Region' to events based on a lookup table that maps 'StoreID' to 'Region'. The lookup table is defined in transforms.conf as a CSV lookup. Which command should be used in the search to perform this enrichment?

An analyst wants to ensure that a transaction is only considered complete when it contains a specific end event. Which transaction parameter should be used?

Match each Splunk search command to its primary function.

A Splunk administrator is tuning a dashboard that uses `transaction` to correlate web server events. The dashboard frequently times out. The admin reviews the search and sees `transaction client_ip maxspan=1h maxpause=30m`. The dataset contains about 10 million events per hour. The admin suspects that the transaction is causing the timeout. Which action should they take to improve performance while still achieving the grouping?

Which THREE of the following are valid use cases for the `transaction` command in Splunk?

A security team uses the CIM 'Authentication' data model to investigate failed logins. They have enabled acceleration on the data model and set a summary range of '1d'. After one week, searches against the data model are still slow and use the `search` command instead of `tstats`. What should they check first?

A Splunk search uses a subsearch to find the top 10 client IPs and then retrieve all events from those IPs. The subsearch is: `index=web sourcetype=access | search [ top clientip | fields clientip ]` What does this search return?

Which TWO statements about the 'transaction' command are true? (Choose two.)

A user reports that a macro named `my_macro` is not working in a search. The macro is defined with no arguments and uses a simple search string. What is the most likely issue?

An analyst wants to see the count of distinct users for each department over the last week. The data contains fields: user, department, date. Which search is correct?

A dashboard uses a drop-down input to select a server. The drop-down is populated by a search that returns server names. Which setting ensures that the drop-down updates automatically when the underlying data changes?

An analyst runs the following search to correlate login and logout events: `index=auth | transaction user startswith="LOGIN" endswith="LOGOUT"`. However, some transactions span over 24 hours. Which option should be added to limit each transaction to a maximum of 8 hours?

A security analyst wants to visualize the count of login failures by source IP over the last 24 hours, but only for IPs with more than 10 failures. Which visualization type and SPL command combination is most appropriate?

Which TWO options are valid parameters of the `transaction` command?

A financial services company uses Splunk to correlate events from multiple applications. Analysts often use `transaction user_id` to group events, but they notice that this command significantly increases search time and memory usage. After investigating, they find that certain 'user_id' values are extremely frequent (e.g., service accounts) causing huge transactions with thousands of events, which exhaust search memory. The team needs to continue grouping by user_id but must avoid performance issues. They also need to preserve the ability to compute statistics like transaction duration. Which approach best addresses both concerns?

A Splunk administrator is troubleshooting a slow search that uses the transaction command. The search correlates events by 'user_uuid' with a maxspan of 1 hour. The administrator suspects that many orphan events (events that never complete a transaction) are causing performance issues. Which approach can help identify and possibly exclude orphan events from the transaction?

A user wants to join data from two datasets in a search. Which command is used to combine results based on a common field, but only returns matching results?

A company has a Splunk environment with multiple indexers and a search head. They have a large CSV lookup file for user permissions that is used in many dashboards. Recently, users have reported that dashboards are timing out or slow. The lookup file is about 500 MB and is stored in $SPLUNK_HOME/etc/apps/app_name/lookups/. The lookup is defined as an automatic lookup in props.conf for the source type 'user_activity'. The dashboards use the lookup to enrich events and then perform aggregations. The administrator checks the search logs and sees that searches using the lookup are taking a long time, and some are failing with 'Search head timeout'. The lookup file is updated daily by a script that replaces the file. Which course of action would best improve performance without sacrificing data enrichment?

Arrange the steps to create a scheduled report in Splunk in the correct order.

Which command creates a time-based chart showing a count of events over time?

Arrange the steps to create a knowledge object of type 'Event Type' in Splunk.

Which of the following is a recommended practice when creating a lookup table file?

Refer to the exhibit. What does the pct field represent?

A lookup configured with WILDCARD match_type for pattern '10.*.25' is not matching some events. Which of the following event values would NOT be matched by this lookup?

What is the most likely reason for this behavior?

What action can the administrator take to resolve this warning?

Which TWO of the following commands can be used to create a table of unique values for a field, along with their counts?

A user wants to find the top 5 sourcetypes by event count over the last 24 hours. Which search is correct?

A user reports that a macro named `my_macro` is not expanding in a search. The macro is defined in a private app called 'App_A'. The user is running the search in a different app called 'App_B'. What is the most likely cause of the issue?

A Splunk search uses 'transaction' with a large dataset and causes a 'max transaction' error. What is the most likely cause and best practice to avoid it?

Which THREE of the following are valid ways to extract a substring from a field named "full_name" that contains "Firstname Lastname" into separate fields?

A saved search is configured to run every hour and generate a summary index. The original search returns data that is then summarized. Which of the following best describes the purpose of summary indexing?

A user needs a report showing the number of distinct source IPs per sourcetype over the last hour. They run: `index=* earliest=-1h | stats dc(src_ip) by sourcetype`. The search runs slowly (2 minutes) and they want to speed it up. Which optimization is most effective?

What is the most likely cause of this error?

An analyst wants to correlate events from multiple sourcetypes that have different timestamps but share a common reference ID. The events are ingested with some delay. Which parameter is crucial to ensure the transaction captures all related events despite ingestion delay?

A search returns raw events with a field 'response_time'. The analyst wants to calculate the average response time excluding any outliers that are more than 3 standard deviations from the mean. Which SPL approach is most efficient?

Which THREE of the following are components of the Splunk Common Information Model (CIM)? (choose three)

A large transaction command is causing the search to run out of memory. Which approach best reduces memory usage while maintaining the transaction logic?

Which THREE of the following are correct about the transaction command's default behavior?

A search uses `transaction sessionId` to correlate events. However, the transaction command is consuming too much memory and the search fails. Which approach can reduce memory usage while still approximating the transaction grouping?

An analyst needs to identify events where the field `response_time` is more than 2 standard deviations above the average response_time for the same `host`. Which approach should be used?

A team is using the transaction command to group web server access logs into user sessions. They notice some sessions are missing because the transaction command defaults to combining events with identical field values if they occur within a default time window. What is the default maxspan value for the transaction command?

Which THREE strategies can help reduce memory usage when using the transaction command? (Select exactly 3 correct answers.)

A security analyst needs to correlate login events with subsequent actions from the same user within 30 minutes. They need to ensure that only one login per user session is considered, and actions after login are attached. Which command is most appropriate?

The security operations center (SOC) team at a medium-sized enterprise uses Splunk to investigate potential threats. They maintain a CSV lookup file named 'threat_intel.csv' that contains a list of known malicious IP addresses along with a threat score. The lookup is configured in transforms.conf as: [threat_intel] filename = threat_intel.csv match_type = WILDCARD(ip) They frequently run the following search to enrich firewall events with threat scores: index=firewall sourcetype=firewall_logs | lookup threat_intel src_ip OUTPUT threat_score | where threat_score > 5 Recently, analysts noticed that some IP addresses known to be present in the lookup file are not being matched in search results. They have verified that the lookup file is correctly formatted and contains those IPs, and the transforms.conf has not been altered. They also confirmed that the events contain the field src_ip with the correct IP addresses. Which of the following is the most likely cause of the missing matches?

Which THREE of the following are best practices when using lookups in Splunk?

Which command is used to convert a multi-value field into individual events?

A search returns events with fields 'user', 'duration', and 'status'. The analyst wants to find users whose average duration exceeds 100 and who have more than 5 events. Which search is correct?

A security analyst wants to create a macro that extracts IP addresses from a field named `src_ip` and returns a count of unique IPs per source. Which macro definition accomplishes this?

A user needs to find events where a user had a failed login followed by a successful login within 10 minutes, and then list the total number of such occurrences per user. Which THREE steps are necessary? (Select three.)

Which TWO configurations are required to create a geospatial visualization of server locations?

A team is designing a dashboard to monitor real-time server CPU utilization. They want to update every 10 seconds and use a gauge visualization. What is the best search mode to use for real-time performance?

Which THREE of the following are valid ways to count the number of events per minute for a given sourcetype?

An analyst runs `transaction user_id` to correlate events from a web server. The resulting transaction events have a field 'duration' that shows the time between the first and last event. However, some transactions span over 30 minutes. What transaction option should be added to limit the maximum time between the first and last event?

Refer to the exhibit. A security analyst runs this search to group SSH login events into sessions based on a session_id that is extracted only from 'Accepted publickey' events. However, the resulting transactions contain only the 'Accepted publickey' event and none of the subsequent commands or logouts. What is the most likely cause?

A network operations team monitors firewall logs using Splunk. They need to group events from the same TCP session, identified by 'src_ip', 'dst_ip', and 'src_port'. The logs contain events for 'session_start', 'data_transfer', and 'session_end' actions. They currently use `transaction src_ip dst_ip src_port startswith=action=session_start endswith=action=session_end`. However, many transactions are incomplete because some sessions do not have a 'session_end' event due to firewall timeouts. The team wants to include these incomplete sessions as well, but still group them around a start event. What should they modify?

A search uses 'transaction' to group events by session, but the results show too many transactions with only one event. What is the best way to filter out single-event transactions?

Which THREE statements about the `transaction` command are true?

Which command adds the overall average of a field to each event in the results?

An administrator defines a macro that calls another macro. Both macros are defined in the same app. The first macro works correctly, but when executed, it triggers an error: 'Recursive macro call detected'. What is the most likely cause?

Which THREE of the following are features of the `timechart` command?

Which THREE of the following are correct characteristics of the transaction command? (Choose three.)

Which THREE of the following commands can produce a time-based chart (timechart or chart with time buckets)? (Choose three.)

Refer to the exhibit. What is the most likely cause of this error?

A Splunk administrator is creating a dashboard to visualize real-time network traffic data. The dashboard must include a lookup to enrich source IPs with location data. The lookup file contains 500,000 entries and is updated hourly. Which TWO optimization techniques should the administrator apply to ensure dashboard performance?

An analyst wants to create a time series chart showing the count of errors per hour over the last 24 hours. The errors are logged with sourcetype=error_log. Which search achieves this?

A dashboard uses a timechart to show CPU usage over 24 hours. The time range selector is set to 'Last 7 days'. The chart displays data only for the last 24 hours. Which visualization setting is MOST likely causing this?

Which TWO of the following statements about lookup tables in Splunk are true?

Which THREE of the following are valid Splunk search commands for determining the number of distinct values of a field?

Which TWO of the following are best practices when creating lookup table files?

Match each Splunk component to its function.

A Splunk admin notices that a search using the transaction command takes too long. To debug, they want to see how events are grouped into transactions before the transaction command runs. Which command can be added to the search pipeline before transaction to inspect the grouping?

A Splunk administrator wants to reduce maintenance effort when the same search logic is used in multiple saved searches. Which approach is most effective?

Which TWO search commands can be used to calculate a running total (cumulative sum) of a field over time?

An analyst is using the transaction command to group events by a field that has high cardinality (millions of unique values). The search is taking too long and consuming too much memory. Which approach should be taken to improve performance?

An analyst wants to find the top 5 users who have the highest total bytes transferred. The data has fields 'user' and 'bytes'. Which search should be used?

A user wants to create a trellis chart with multiple panels, each showing data for a different department. What attribute should be used to split the visualization?

Which TWO of the following statements about the 'transaction' command are true? (Choose two.)

A Splunk administrator notices that a `transaction` command used for correlating VPN login and logout events is consuming excessive memory and causing search timeouts. The transaction groups events by `user` with `maxspan=12h` and `maxpause=30m`. The VPN logs contain millions of events per day. Which design change would most effectively reduce resource consumption while maintaining the ability to correlate logins and logouts within the same session?

Which TWO statements about lookups in Splunk are correct? (Choose two.)

An analyst observes that a lookup command with a large lookup file is causing the search to timeout. The lookup is used to extract additional fields based on a field value. What is the most effective immediate solution?

A SOC analyst is investigating a security incident. They use `transaction src_ip` to group firewall events. The search returns too many single-event transactions. The analyst suspects that some events should be grouped but are not because the IP address is used by different sessions. Which option can help ensure events are grouped only if they occur close in time?

Which two methods can reduce the resource consumption of a large CSV lookup in Splunk? (Choose 2)

Which three of the following are benefits of using the Common Information Model (CIM)? (Choose THREE.)

A search is used to calculate the 95th percentile of response times for each application, and then to find applications where the 95th percentile exceeds 5000 ms. The current search is: `index=perf sourcetype=app_response | stats perc95(response_time) by app | where perc95(response_time) > 5000` This search fails with an error. What is the most likely reason?

An administrator notices that a search using the timechart command returns data for every 15-minute bucket even when no events exist, creating many null values. How can this behavior be suppressed?

Match each Splunk report type to its description.

A SOC manager wants to plot locations of security incidents on a map using latitude and longitude fields. Which visualization type should be used in a Splunk dashboard?

Refer to the exhibit. An analyst runs a search over access_combined events and notices that some events are not getting the region_name and region_code fields. Which TWO changes could resolve this issue? (Choose two.)

An analyst runs a search that includes a subsearch: `index=web [search index=web status=500 | fields url | dedup url | limit 5]`. The main search returns no results even though the subsearch returns 5 URLs. What is the most likely issue?

A lookup table must be updated multiple times per minute from an external API. Which lookup method provides the best performance for search-time enrichment?

A data engineer has defined a CIM data model for 'Network_Traffic'. They have also created field aliases using `| fieldaliases` to map custom fields like `src_ip` and `dest_ip` to the CIM fields. When running searches against the data model, some events do not appear. The engineer verified that the tags are correctly applied. What is the most likely remaining issue?

Which TWO of the following statements about the 'stats' command are true?

An analyst creates a timechart to display the average CPU usage over time for multiple hosts. The chart shows a single line representing the overall average instead of separate lines per host. What is the most likely cause?

Match each Splunk macro to its definition.

An analyst wants to group events from different sourcetypes (web_access and error_log) into a single transaction when they share the same 'request_id' field and occur within 1 minute. Which search correctly accomplishes this?

Which THREE are best practices for creating lookups in Splunk?

A security analyst needs to find all events where the field 'user' has a value that is either 'admin' or 'root', but the search is returning too many results from a noisy source. Which search best filters the events to only include those where the 'user' field exactly matches 'admin' or 'root'?

A large e-commerce company runs Splunk Enterprise on a single indexer cluster with four indexers. They have been experiencing slow search performance during peak hours, especially for searches that cover the last 24 hours. The environment uses a default search time range of 'Last 30 days'. The team has noticed that searches often time out or return partial results. They have also observed high CPU usage on the search head during peak times. The company's data volume is approximately 500 GB per day across various sources. They have implemented some search acceleration for data models, but the issue persists. The security team needs to run ad-hoc searches for threat hunting that cover multiple sourcetypes over the last 7 days. Additionally, the search head has a memory limit that is sometimes reached. The security team's searches are complex and involve joins and subsearches. The existing acceleration only covers a few data models. The team is looking for a quick win that does not require significant infrastructure changes. Which course of action would most effectively improve search performance without compromising data completeness?

Refer to the exhibit. The search returns results quickly but shows zero events for some src values. What does `summariesonly=t` imply?

A search uses the transaction command with maxevents=1000 and maxspan=1h. The search is slow and memory-intensive. Which modification can reduce resource usage while still grouping related events?

An analyst runs `index=web status=500 | top 10 uri` and gets results. Which statement is true about the 'top' command's behavior?

Which TWO of the following are valid methods to create a lookup table in Splunk?

A Splunk admin notices that a time-based lookup (defined in transforms.conf with time_range=TRUE) is not returning correct results for events outside the lookup's time boundaries. The lookup file contains rows with a valid time range. What is the most likely cause?

An analyst needs to calculate the average response time for each web server, but only for requests that returned status code 200. The field 'response_time' is numeric. Which search correctly achieves this?

Order the steps to configure a field extraction using the Field Extractor (FX) in Splunk.

A search uses a subsearch to filter events, but the subsearch returns more than 50,000 results, causing the search to fail. Which approach can avoid this limit while still achieving the goal?

Consider the following search: 'index=web | transaction sessionid maxspan=30m | where eventcount > 5 | stats avg(duration)'. An analyst notices that the search takes a long time and uses excessive memory. Which change would most likely improve performance?

A team needs to create a saved search that runs automatically every Monday at 8 AM and emails a CSV file of the results. Besides configuring the search string, which steps are required?

Which THREE statements about the `transaction` command are true?

Order the steps to create a dashboard panel using the XML source editor in Splunk.

Which three considerations are important when creating a visualization for a dashboard that will be displayed on a large monitor? (Choose 3)

A search returns many events, and the analyst wants to see a summary table of the top 5 values of the field `src_ip` along with the count of events for each. Which command should be used?

A search includes `... | transaction 1,2,3` but returns unexpected results. What does the `1,2,3` represent in this context?

What type of visualization is produced by the pie command?

A user creates a lookup definition for a CSV file containing user roles. The lookup is used in a search: `| lookup user_roles username OUTPUT role`. The search returns no additional field. The lookup file has columns: 'username', 'role', 'department'. What is the MOST likely issue?

Which Common Information Model (CIM) data model is appropriate for standardizing authentication events?

Which THREE are valid uses of macros in Splunk? (Choose three.)

Refer to the exhibit. The search is intended to count the number of clients who made more than 3 HTTP requests within any 30-minute window. However, the results are unexpectedly high. What is the most likely reason?

A Splunk administrator notices that a scheduled saved search titled 'Nightly_Threat_Report' is not completing on time. The search runs at 2:00 AM daily and typically takes 15 minutes, but recently it has been timing out after 30 minutes. The search query is complex, joining data from multiple indexes. The administrator checks the 'savedsearch.log' and sees entries like 'Search job terminated due to dispatch time limit' and 'Search job exceeded max time'. The administrator wants to resolve the issue without changing the search logic or increasing system resource limits. Which action should the administrator take first?

A Splunk administrator is asked to create a dashboard that shows the top 10 source IPs by count of failed logins over the past week. The data is already CIM-compliant and uses the Authentication data model. Which search is most appropriate?

A large e-commerce company uses Splunk to monitor transactions. They have a CSV lookup file named 'customer_lookup.csv' containing 5 million rows of customer data (customer_id, name, address, tier). The lookup is used in a search that runs every hour to generate a report of sales by customer tier: index=transactions sourcetype=transaction_logs | lookup customer_lookup customer_id OUTPUT name, address, tier | timechart count by tier The search often times out or takes too long to complete, impacting operational dashboards. The team is considering optimization strategies. The lookup file is updated daily and stored in a custom app directory. The Splunk environment is distributed with a single search head and multiple indexers. Which of the following recommendations would most effectively improve the search performance?

A performance analyst notices that a saved search running a macro with multiple `| eval` statements takes significantly longer than expected. The macro includes conditions like `| eval status=if(success=="true", "OK", "Fail")`. Which change would most likely improve performance?

The admin calls the macro as shown. What will be the expanded search string?

Which TWO of the following are valid methods to join two sets of search results?

An analyst wants to group events that start with a 'login' event and end with a 'logout' event, using the username field. Which transaction syntax is correct?

Which three conditions can cause a transaction to close prematurely? (Choose three.)

Which TWO commands can be used to perform statistical aggregations on streaming events without creating a separate search results set?

Which TWO of the following searches are syntactically valid uses of the eventstats command? (Assume all referenced fields exist.)

A user wants to create a timechart showing the number of distinct users per hour over the past week. Which search is correct?

An analyst wants to create a timechart of the count of events per hour, but only for events where the field `status` contains the word "fail" (case-insensitive). Which search is correct?

Which THREE conditions must be met for events to be grouped into the same transaction when using the 'transaction' command without any 'startswith' or 'endswith' options? (Choose three.)

A Splunk administrator is troubleshooting a slow dashboard that uses a timechart with a large dataset. Which of the following is a best practice to improve performance?

A Splunk admin created a macro named `filter_by_region` that takes one argument: the region code. The macro definition is: `index=main sourcetype=web region=$region$`. When a user runs the search `| `filter_by_region US`` they get no results, but when they replace the macro with the actual string `index=main sourcetype=web region=US`, they get results. What is the problem?

A Splunk admin is accelerating a CIM data model for the "Network_Traffic" dataset. After acceleration, some searches that use the data model are slower than expected. What is the most likely reason?

Which TWO of the following commands are useful for reducing the number of events before a `stats` command to improve performance? (Choose 2)

Which of the following are characteristics of the Splunk Common Information Model (CIM)? (Choose three.)

An organization uses Splunk to monitor network traffic. They have a CIDR lookup file that maps IP ranges to departments. When they run a search using `| lookup cidr_lookup IP OUTPUT department`, some IP addresses do not return a department even though the IPs are within the defined ranges. What is the most likely issue?

A lookup table file contains 10GB of data. When performing a lookup using the lookup command, search performance is extremely slow. Which approach will most effectively improve performance without losing functionality?

A saved search is configured with a schedule but is not triggering at the expected time. The admin checks the "Job Inspector" and sees that the scheduled search is "skipped". What is a common reason for a scheduled search to be skipped?

An analyst wants to correlate events from two different sourcetypes: `auth` logs (login events) and `app` logs (application actions). Both logs share a common `session_id` field. The analyst needs to group all events from the same session, regardless of sourcetype, with a maximum time span of 1 hour. Which search correctly uses the `transaction` command?

A Splunk admin notices that a transaction search using the transaction command takes a long time and consumes high memory. The search correlates events by a high-cardinality field (IP address) across multiple indexers. Which optimization technique should be applied first?

Refer to the exhibit. What is the purpose of this search?

A search uses eventstats to add the average response time per server to each event. Which of the following correctly describes the output?

A user wants to create a chart showing the count of errors per hour for the last 24 hours, with time bucketed hourly. Which search is correct?

A Splunk administrator uses a macro to normalize firewall logs into the CIM Network Traffic data model. The macro includes a field alias that maps `bytes_sent` to `bytes_out`. The mapping works in ad-hoc searches, but when the macro is used in a summary index search, the field is not populated. What is the most likely reason?

Which TWO of the following are valid ways to create a macro in Splunk? (choose two)

A team uses a large index with many sourcetypes. They want to identify categories of events that have at least 100 occurrences, compute the average response_time per category, and return the top 5 categories with the highest average response_time. Which search best optimizes performance?

A search uses the map command to run a search for each value of a field. The search is taking a very long time. Which alternative approach is recommended for better performance?

Refer to the exhibit. What happens when a user clicks on a status value in the table?

A company uses a large Splunk environment with many users creating dashboards. They notice that some searches are slow and consume excessive resources. What is the best practice to optimize search performance?

An analyst wants to create a running total of sales per day over a week. The data has fields: date, sales. Which search would produce a cumulative sum for each day?

A large organization uses Splunk to monitor its network infrastructure. They have a single saved search that runs every hour to create a summary index for each of the 50 network device sourcetypes. The saved search uses a macro named `build_network_summary` that accepts two arguments: `sourcetype` and `time_range`. The macro definition is: ``` [build_network_summary] definition = index=network sourcetype=$sourcetype$ earliest=$time_range$ latest=now | stats count by src_ip, dest_ip, protocol | collect index=network_summary args = sourcetype, time_range iseval = 0 ``` The saved search iterates over the 50 sourcetypes using a separate lookup or list. Recently, the security team noticed that the network_summary index is missing data for certain sourcetypes, specifically those with hyphens in their names (e.g., `cisco-asa`, `juniper-srx`). For other sourcetypes, the summary is complete. The saved search runs without errors in Splunk's job inspector. Which course of action should the administrator take to resolve the issue?

Which THREE steps are necessary to create a file-based lookup?

A Splunk admin wants to create a macro named `filter_by_app` that accepts an application name as an argument and returns a search string filtering by that application. The application name may contain spaces. Which of the following correctly defines the macro's arguments and usage?

Which of the following is true about the sort command?

A Splunk admin is tasked with creating a set of macros that will be used by multiple app developers to standardize searches across the organization. The macros need to accept parameters such as index, sourcetype, and time range. Some macros will be complex and include subsearches. Which approach should the admin take to ensure maximum reusability and maintainability?

Refer to the exhibit. The lookup 'lookup_user_info' is used in a search: `| lookup lookup_user_info user_id OUTPUT department`. Users report that many events show 'UNKNOWN' as department even though the user_id exists in the CSV. What is the most likely cause?

A Splunk admin wants to create a macro that extracts the username from a log line that always starts with 'User: <username>'. The macro should be reusable across searches. Which definition is correct?

A security analyst is using a lookup table to enrich IP addresses with threat intelligence. Which THREE statements about lookups are true?

Which ONE setting is required in a transforms.conf stanza for a file-based lookup to work? (Select one.)

A Splunk search uses 'transaction' to correlate events. The transaction times out before all expected events are added. Which TWO options can be adjusted to allow more time for transaction completion? (Choose two.)

Which TWO of the following are valid uses of the Common Information Model (CIM) in Splunk?

Which command creates a new field that contains the string 'high' if a numeric field exceeds 100, otherwise 'low'?

An analyst runs this search and gets no results. The lookup file server_list.csv exists and contains data. What is the most likely issue?

Which TWO of the following are valid ways to define arguments in a Splunk macro?

An analyst runs this search and gets a chart with only the top 5 hosts per time bucket, but the total count per bucket is much higher than the displayed counts. What is the issue?

A web application log contains fields: user, timestamp, response_time. You need to compute the average response time per user, excluding outliers where response_time > 10000ms. Which search produces the correct result?

An administrator is designing a dashboard with multiple panels that share a common time picker. Which THREE dashboard features can be used to synchronize time across panels?

A Splunk user wants to create a stacked bar chart showing the count of events by status (success, failure) over time. Which TWO configuration steps are necessary?

A developer needs to calculate the 95th percentile of response times for each service over the past hour. The data has fields: service, response_time. Which search achieves this correctly and efficiently?

Which of the following is required to create a dynamic lookup that automatically updates from a CSV file?

A dashboard is slow to load because it runs a search that uses `transaction` to group events into sessions. The search is `index=main source=web | transaction clientip maxspan=30m maxpause=5m`. What is the most effective way to improve performance?

A search is running slowly due to a large data volume. Which TWO modifications are likely to improve search performance? (Select two.)

A team wants to visualize sales data on a map. They have a lookup table containing city names and their latitude/longitude coordinates. Which visualization type should they use in Splunk to plot the sales amounts on a map?

A large e-commerce company has a Splunk environment ingesting web server logs from multiple data centers. The security team needs to visualize failed login attempts over time, grouped by geographic region. They have a lookup file geo_region.csv that maps IP addresses to regions. The lookup is defined in transforms.conf with max_matches=0 (all matches) and is used as an automatic lookup in props.conf for the sourcetype 'web_access'. The search returns events with multiple region values per IP (because max_matches=0). The team wants a single region per event for accurate counting. They also need to reduce the number of events processed by filtering only login failures (status=401). Which approach should be taken?

Refer to the exhibit. The search is intended to display users who logged in from IP addresses starting with 10.0, but returns no results. What is the most likely cause?

Refer to the exhibit. The search is taking very long and returning few results. Which change would most improve performance?

Which of the following are valid ways to define a macro in Splunk? (Choose two.)

Which command is best for calculating a running total of sales per customer across events without creating a multivalued field?

A Splunk admin creates a macro named `lookup_user` that is defined as `| lookup user_lookup user AS $1$ OUTPUT full_name as user_name`. The macro is used in a search like `index=main | `lookup_user(user_id)`. However, the results show no matches even though valid user_id values exist. What is the most likely cause?

A search returns 50,000 events. The analyst wants to sample 1% evenly across time. Which sampling command should be used?

A large e-commerce platform uses Splunk to monitor user sessions. Each session is composed of multiple events with a common 'session_id' field. The current search to compute average session duration is: 'index=web | transaction session_id maxspan=30m | eval duration=_time_last - _time | stats avg(duration)'. This search runs for over an hour on a 6-hour time window. The environment has 20 indexers and data volume is 2 TB/day. The admin suspects that the transaction command is the bottleneck. Which optimization should be applied?

A company wants to correlate events from multiple sources that share a common transaction ID. The events arrive in real time but with variable delays. Which transaction option ensures that a transaction closes after 2 minutes of inactivity?

A Splunk administrator is troubleshooting a search that uses the transaction command to group login and logout events. The search runs but returns no results even though both types of events exist. The events are separated by at most 5 minutes. The current transaction command is: `index=auth (action=login OR action=logout) | transaction action maxspan=10m maxpause=2s` What is the most likely cause?

A Splunk admin notices that a saved search scheduled to run every 10 minutes is consistently taking 15 minutes to complete, causing overlapping runs. The search aggregates data across multiple indexes and uses a large time window. What is the best way to prevent overlap and ensure the search completes?

A Splunk administrator needs to schedule a saved search to run every second Friday at 10:00 AM. Which cron expression should be used?

The following search is executed: index=web | rex "GET (?<url>.*)" | eval category=case(url="/api/v1/data","API", url="/login","Login",1=1,"Other") | stats count by category But it returns unexpected results: the count for 'API' is much lower than expected. What is the most likely cause?

Which THREE of the following are valid methods to create a lookup table in Splunk?

A search administrator wants to ensure that a scheduled search runs efficiently and does not impact other users. Which TWO practices should be implemented? (Select two.)

An admin wants to create a dashboard that shows the count of errors by sourcetype over the last 7 days, with the ability to click on a sourcetype to drill down to a detailed search. Which visualization and configuration supports this?

Refer to the exhibit. The search results show a large number of hosts, but the `limit=5` only shows the top 5. The eval statement fails with an error. Why?

Refer to the exhibit. The eval command combines two fields into one. What is a potential issue with this search?

A security analyst needs to find all login events where the user 'jsmith' attempted to authenticate from an IP address outside the corporate subnet (10.0.0.0/8) after business hours (after 18:00). Which search correctly filters for these events?

A network operations team uses Splunk to analyze firewall logs. They need to identify top talkers (source IPs with highest total bytes) over the last hour. The current search: 'index=firewall | stats sum(bytes) as totalBytes by src_ip | sort -totalBytes | head 10' takes 5 minutes to complete. They want to make it faster. The environment has 5 indexers with default configurations. The data volume is 100 GB/day. Which action will most improve search performance?

A Splunk administrator notices that a scheduled saved search `Daily Summary` fails every day at 2:00 AM with the error "Search job expired due to inactivity." The search runs against a large index and takes about 30 minutes to complete. What is the most likely cause?

A transaction search that uses a large maxspan and high-cardinality fields is failing due to memory limitations. Which approach can best reduce memory usage without changing the transaction logic?

A Splunk admin wants to create a reusable macro that accepts a time range parameter and searches all indexes for events within that range. The macro will be used in dashboards and reports. Which macro definition is correct?

An analyst needs to create a time-series chart showing the percentage of total HTTP status codes per day. Which approach is most efficient?

A company has events from multiple data sources that share a common 'request_id'. They want to correlate events from different sources (e.g., web, app, database) into a single transaction per request. However, the timestamps across sources are not synchronized, causing some events to appear out of order. Which approach is best to ensure correct grouping?

A security analyst sets up a saved search alert to trigger when more than 100 failed logins occur in 5 minutes. To avoid alert fatigue, they want to suppress the alert if the number of failed logins is the same as the previous evaluation. Which alert action setting should they configure?

Refer to the exhibit. What is the purpose of this configuration?

Arrange the steps to configure role-based access control in Splunk.

What is the purpose of an automatic lookup?

A telecom company monitors call detail records (CDR). Each call has a unique call_id, and events are generated at each network node (setup, ringing, answer, hangup) with timestamps. The events are from different sourcetypes (cdr_setup, cdr_ring, etc.) and are indexed in near real-time. The analyst needs to correlate all events for the same call_id to calculate call duration. The current search is: `index=telecom sourcetype=cdr_* | transaction call_id maxspan=2h`. This search works but sometimes produces huge transactions (100+ events) due to noisy data, causing memory errors. The analyst has identified that each call should have exactly 4 events: setup, ringing, answer, hangup. Which approach would best correlation with minimal resource usage?

Match each Splunk knowledge object to its purpose.

An analyst uses the following search: `... | timechart span=1h count by status`. What is the purpose of the span argument?

A security analyst wants to find IP addresses that have been involved in both login failures and successful logins within a 5-minute window. Which approach is most efficient?

A user has created a dashboard panel using a 'chart' command with 'datacount by host'. The chart shows counts per host, but the hosts appear in alphabetical order. The user wants to sort the chart by count descending, so that the host with the most events appears first. The search is: index=main sourcetype=access | chart count by host. The dashboard is built using Simple XML. Which approach should be used to achieve the desired sorting?

Refer to the exhibit. A security analyst notices that some transactions have a duration greater than 600 seconds even though maxpause is set to 5 minutes (300 seconds). What is the most likely reason?

Refer to the exhibit. This search is intended to find users with average duration above overall average. However, it returns no results. Why?

Refer to the exhibit. This search returns an error. What is the most likely cause?

An administrator wants to correlate events from the same session but the events span up to 30 minutes apart. The transaction command is being considered. Which transaction option is most appropriate to ensure sessions are correctly grouped without artificially high memory usage?

A Splunk admin wants to create a saved search that triggers an alert when the average CPU usage across all servers exceeds 80% over a 5-minute window. The data is in a 'perfmon' sourcetype. Which search best fits this requirement?

Order the steps to create a workflow action in Splunk.

An analyst needs to create a visualization that shows the relationship between source IP and destination port in network traffic. Which visualization type is most appropriate?

Which TWO SPL commands can be used to create a time-based chart showing event counts over time? (Select two.)

A security analyst is investigating a potential breach. They have a search that uses the transaction command to group events by session_id and calculates the total bytes transferred per session. However, the search takes over 30 minutes to complete on a 24-hour time range. The environment has 10 indexers with default settings. The analyst needs to reduce search time while preserving the ability to group by session_id. Which course of action should they take?

A security analyst needs to monitor failed login attempts across multiple Windows domain controllers. The environment has a custom sourcetype 'WinEventLog:Security' and the data is indexed under 'windows_security'. The analyst wants to create a saved search that runs every 10 minutes, searches for EventCode 4625 (failed logon), and triggers an alert if more than 10 failures occur from the same source IP within the last 10 minutes. The saved search should use the Common Information Model (CIM) to ensure compatibility with other security apps. Which of the following saved search definitions best meets these requirements?

A user wants to create a macro that calculates the average response time for web requests. The macro should accept a field name as an argument and return the average. Which syntax is correct for defining the macro?

A dashboard developer wants to display the count of errors over the last 24 hours with a line chart. Which search command should be the final command before the visualization?

An admin notices that a saved search with a scheduled alert is not triggering as expected even though the search returns results. The search uses a macro with arguments. Which troubleshooting step should the admin take first?

A user needs to identify the top 3 error types by count, but only for the current month, and exclude results with fewer than 100 occurrences. Which TWO steps are necessary? (Select two.)

What is the MOST likely cause of this error?

A security analyst needs to correlate login events with subsequent logout events for the same user session. Which command should be used to group these events together?

Which TWO are valid methods to join data from a CSV file in a Splunk search?

A user runs a search on web access logs: `index=web | eventstats sum(bytes) as total_bytes by host`. The search returns the correct total bytes per host, but now the user needs to calculate the average bytes per host for each event. Which command should be added to the base search to achieve this?

A financial services company uses Splunk to monitor transactions between internal systems. Each transaction consists of a request event and a response event with identical fields: transaction_id, timestamp, component, status. The request event has component='app' and status='request'; the response event has component='db' and status='success' or 'failure'. The analyst runs the following search to correlate them: `index=main (component=app OR component=db) | transaction transaction_id maxspan=30s`. However, they notice that the search takes too long and often times out when there are many transactions. What change would most effectively reduce search time while still correctly grouping request-response pairs?

Which TWO statements about the 'transaction' command are correct? (Choose two.)

Which TWO of the following are valid uses of the stats command in Splunk? (Choose two.)

You are a Splunk power user at a manufacturing company. You have created a timechart that shows machine temperature readings over time. The data is indexed with timestamps every minute, but the timechart shows gaps where no data exists because some machines may not report at all times. You want to fill the gaps with 0 values to avoid misleading visualizations. The current search is: index=manufacturing sourcetype=temperature | timechart span=1h avg(temp) by machine. Which modification to the timechart command will fill the gaps with 0?

A saved search is configured to run every 5 minutes and send an alert when the count of failures exceeds 10. After several days, users report they are not receiving alerts even though failures are occurring. The saved search runs successfully and produces results. What is the most likely cause?

An organization has a transaction that groups firewall events by source IP to detect port scans. The transaction uses `maxpause=1m`. Some valid scans are being missed because events occasionally have gaps longer than 1 minute due to network latency. Which change would best capture these scans without introducing too many false positives?

Which THREE practices improve lookup performance in Splunk? (Select three.)

A dashboard panel uses a timechart to show error counts over time. Users report that the time range picker does not affect the panel. What is the most likely cause?

Refer to the exhibit. What is the result of this search?

After upgrading Splunk to a new version, the Security team notices that the CIM Authentication dashboard is showing a much lower number of events than before. They verify that the data is still being indexed and that the sourcetype mappings to the Authentication data model are unchanged. The admin runs a search against the data model and sees some fields are missing. What is the most likely cause of the issue?

A search uses `transaction maxspan=30s maxpause=5s`. Events are sorted by _time. If there is a gap of 10 seconds between two events, what happens?

A user wants to see a single consolidated event for each user session that includes the start time, end time, and total duration. The session events have a 'action' field with values 'start' and 'end' and a common 'user_id'. Which transaction command would achieve this?

An analyst wants to group events by 'session_id' but only if the events occur within 5 minutes of each other, and there must be at least 2 events per transaction. Which transaction parameters achieve this?

A security analyst is investigating a series of failed login attempts followed by successful logins from the same IP addresses within short time windows. They want to correlate these events into sessions representing potential brute-force attacks. Which TWO statements accurately describe best practices for using the transaction command in this scenario?

An analyst uses the following search: `index=web status=500 | timechart count by method`. What does the timechart command do?

Refer to the exhibit. The search above returns no results for api_version. What is the most likely cause?

A large e-commerce company uses Splunk to monitor its web application performance. The operations team has created a dashboard with a timechart showing the 95th percentile of page load times over the last 24 hours. Recently, the dashboard stopped showing data for the last hour. The Splunk administrator confirms that the index is receiving data and the sourcetype is correctly configured. The search string is: `index=web_app sourcetype=access_combined earliest=-24h@h latest=@h | timechart perc95(page_load_time) by host` The dashboard panel uses a base search and a post-process search. The base search is: `index=web_app sourcetype=access_combined earliest=-7d@d latest=@h` What is the most likely cause of the missing last hour of data?

A company uses `transaction` to group events by `order_id`. Some orders have many events (1000+). Which option should be added to prevent a single transaction from consuming too many resources?

A saved search alert is configured to run every 10 minutes and trigger when the count of error events exceeds 5. The search returns results when run manually, but the alert never triggers. The admin checks the alert history and sees entries for the previous runs but all show 'Trigger: False'. They also confirm that the search returns count > 5 for those periods. What is the likely cause?

A security team needs to group all login events from the same user session. Events include 'login' and 'logout' with a common session_id field. Which command should be used to combine these events into a single event per session?

An analyst creates a macro that uses `| inputlookup` to validate a macro argument. Which statement about macro validation is true?

You need to find the percentage of total events contributed by each sourcetype. Which command should follow index=* | stats count by sourcetype?

A security analyst wants to create a saved search that triggers an alert when more than 100 failed login attempts occur within a 5-minute window from the same source IP. The search should run every 5 minutes and alert only once per window. Which setting should be configured?

Which THREE factors should be considered when deciding between using a lookup table and a KV store for enriching data?

A team uses a lookup table to map employee IDs to department names. The lookup is defined in transforms.conf with max_matches=1. Some events have multiple employee IDs in the emp_id field (comma-separated). The analyst wants to see the department for each ID. Which approach should be used?

A lookup table maps combinations of 'source_ip' and 'dest_port' to a 'policy' field. The lookup is defined in transforms.conf with a max_match of 1. Which lookup command syntax will correctly perform the lookup?

A large CSV lookup file (over 10 million rows) is causing search performance degradation. Which solution best improves performance without sacrificing accuracy?

Which TWO fields are automatically created by the transaction command? (Select exactly 2 correct answers.)

A user defined a macro that includes a lookup command. The macro works correctly in ad-hoc searches. However, when the macro is used in a scheduled saved search, the macro fails to expand. Administration confirms the macro is shared globally. What is the most likely cause of this failure?

Which TWO conditions can cause a transaction to be evicted?

A dashboard developer wants to color-code the bars in a column chart based on a severity field (critical=red, high=orange, medium=yellow, low=green). How can this be achieved?

A large e-commerce company uses Splunk to monitor its web application performance. The application logs every HTTP request with fields: `transaction_id`, `url`, `response_time_ms`, `status`. Currently, the team uses the following search to identify slow page loads: `index=web sourcetype=access_combined | transaction transaction_id maxspan=60s | eval total_time = sum(response_time_ms) | where total_time > 5000` However, the search returns no results even though there are known slow pages. The team verified that logs contain `transaction_id` values and that some pages take over 10 seconds. What is the most likely reason the search fails to identify slow pages?

A lookup is not returning any results even though the search events contain the matching field. The lookup definition in transforms.conf includes 'default_match = false'. What is the most likely issue?

A Splunk admin wants to group events from the same user session in web logs. Which transaction option should be used to ensure the transaction ends after 30 minutes of inactivity?

A Splunk admin needs to schedule a search to run every day at 2 AM and send an email alert if more than 100 events are found. Which saved search configuration achieves this?

Which TWO of the following eval functions can be used to convert a string to a numeric value?

An analyst wants to find transactions where the first event was a 'login' and the last event was a 'logout'. Which post-transaction filter is correct?

Which THREE of the following are true considerations when using CIM data model acceleration? (Select exactly 3.)

A company has over 2000 saved searches that are used across multiple teams. Each team has its own app, and many searches share common logic, such as filtering by a specific index or time range. The system is experiencing slow search performance and difficulty in managing changes. The administrator wants to improve maintainability and performance. Which action would best address these issues?

A Splunk administrator notices that the 'transaction' command is consuming excessive memory when processing a large dataset. The dataset contains events with a common field 'user_id', and the goal is to group events per user within 1 hour. Which approach would best reduce memory usage while still achieving the desired correlation?

A Splunk administrator is troubleshooting a search that uses the `transaction` command. The search is taking too long to complete and returning incomplete results. Which TWO changes are most likely to improve performance and accuracy of transaction searches? (Choose TWO.)

A security analyst wants to find IP addresses that have attempted to access a specific URL more than 5 times in the last hour and also have a user agent string containing "curl". They need to use a subsearch to pre-filter IPs. Which search is correct?

A security analyst needs to correlate login events from multiple authentication servers to track a single user session. The events share a common 'session_id' field but have different timestamps. Which transaction command option should be used to ensure the session is considered complete after 30 minutes of inactivity?

A Splunk admin has created several macros to simplify complex search commands. One macro, named `time_filter`, is defined as `earliest=-7d@d latest=@d`. The admin also has a saved search that uses this macro. Recently, users have complained that the saved search reports data from the wrong time range: it appears to be showing data from the last 24 hours instead of the last 7 days. The admin inspects the saved search and finds that the search string is: `index=main | eval days=now() | where days > relative_time(now(), "-7d@d") | `time_filter`` The admin suspects the macro is not being expanded correctly. Which of the following is the most likely cause of the issue?

Which THREE of the following are required steps to properly schedule a saved search for summary indexing that runs a macro?

A security analyst wants to calculate the average latency for each web server over the past hour, but only for requests where the status code is 200. The search result includes fields: server, latency, status. Which search correctly accomplishes this?

A security team notices that using `transaction` on a large dataset of firewall logs causes memory issues. Which alternative approach would most efficiently correlate events while reducing resource consumption?

A security analyst is writing a search to detect lateral movement across servers by correlating authentication events from multiple domain controllers. Each event has a `user`, `src_ip`, and `dest_ip`. The analyst wants to group events where the same user authenticates from at least 3 different source IPs within 10 minutes. Which TWO components must be part of the search to achieve this? (Choose TWO.)

During peak hours, a search that uses a KV Store lookup frequently times out. The search runs on daily data but the KV Store collection has millions of records. Which approach is most effective to reduce lookup time while maintaining data freshness?

A lookup definition includes the option 'batch_index_query=True'. What is the effect?

A dashboard shows a single-value visualization of total sales. The underlying search uses `| stats sum(sales)`. The dashboard refreshes every 5 minutes, but the value only updates when the page is manually reloaded. Which setting is MOST likely missing?

A user wants to calculate the average response time per user, but only for users who have more than 10 events. Which search approach is efficient?

A Splunk administrator notices that a transaction command is consuming excessive memory and taking too long to complete. The transaction is defined on a field with high cardinality. Which of the following would most effectively reduce memory usage and improve performance?

A security analyst wants to map IP addresses to hostnames using a CSV lookup file. Which command is correct to define a lookup that maps the IP field to hostname field, with the file named 'ip_host.csv'?

An analyst writes `transaction client_ip` to group events from a firewall. The resulting transactions show many events with duration=0. What is the most likely cause?

A Splunk analyst runs the above search. The results show that some transactions have a duration of 0 seconds. What is the most likely cause?

A network engineer wants to add geographic location (city, country) to firewall logs based on source IP. Which lookup type is most appropriate?

Which THREE of the following are valid ways to correlate events in Splunk? (Select exactly 3 correct answers.)

A large enterprise uses multiple Splunk search heads. An admin wants to create a saved search that automatically runs on all search heads and sends a single alert email per triggered result, not per search head. Which saved search setting should be configured?

A security analyst runs `index=network sourcetype=firewall | stats count by src_ip | sort - count | head 10` to find the top 10 source IPs by event count. The search returns only 5 results. Which of the following is the most likely reason?

Refer to the exhibit. The macro `count_by_host` is defined as shown. The macro is invoked as `| `count_by_host`. What will the expanded search look like?

A Splunk admin is troubleshooting a transaction that groups firewall allow and deny events by session ID. The transaction should end when a deny event occurs for that session. Which transaction option should be used to define the end condition?

GlobalTech runs Splunk Enterprise Security with CIM compliance. Their security operations center uses a scheduled saved search named 'Brute Force Detection' that runs every 30 minutes. The search definition is: `| tstats count from datamodel=Authentication where Authentication.action=failure by Authentication.user, Authentication.src | where count > 5 | join type=outer user [search index=* sourcetype=linux_secure | stats count by user | where count > 5]`. This search has been working for months. Recently, after an upgrade to the Splunk environment, the saved search started returning no results. The administrator checks the search log and sees that the tstats portion runs fine but the secondary search (the subsearch) returns no events even though there are matching events in the index. The subsearch uses a macro named 'get_failed_users' defined as `search index=* sourcetype=linux_secure "Failed password" | stats count by user | where count>5` with no arguments. The administrator confirms that the macro's search works when run manually in the same time range. What is the most likely reason the subsearch returns no results?

Match each Splunk license violation type to its consequence.

Which TWO options can be used with the `transaction` command to define the beginning and end of a transaction?

Which TWO components must be configured to enable an automatic lookup that populates fields at index time?

An analyst wants to correlate events from different sourcetypes (e.g., authentication logs and VPN logs) that share a common user field. The goal is to create a single event per user session containing all fields from both sourcetypes. Which command is best suited for this?

An analyst wants to identify the top 5 user agents that generated the most 404 errors in the last 24 hours. Which search accomplishes this correctly and efficiently?

Match each Splunk search mode to its behavior.

A Splunk search uses 'transaction clientip maxpause=5m'. What does the maxpause setting control?

Which TWO statements about lookup tables are true?

A Splunk admin notices that a scheduled search using inputlookup is returning inconsistent results. The lookup file is stored on the search head and is updated via a script every 15 minutes. What is the most likely cause of the inconsistency?

Match each Splunk search operator to its behavior.

A transaction is created using the command: 'index=web status=200 OR status=404 | transaction sessionid'. The user wants to include transactions only if they contain both a 200 and a 404 status. Which additional step achieves this?

Refer to the exhibit. A security analyst runs the above search. Which of the following best describes the result?

A search using the transaction command is producing many partial transactions that are closed due to maxpause, but these transactions are often relevant and should not be discarded. Which option should be added to the transaction command to keep these partial results?

Which transaction option should be used to ensure that a transaction does not exceed a total duration of 10 minutes?

A saved search that runs every hour is showing 'No results' in its history, but the same search when run manually returns results. Which two of the following are likely causes? (Choose TWO.)

A security analyst needs to find the top 10 users with the most failed login attempts from the linux_secure sourcetype. Which SPL command is most efficient for this task?

A Splunk admin wants to track the number of unique users who accessed a system each hour over the past 24 hours. Which search provides the correct result?

A transaction search is processing too many fields. Which command should be used immediately before the transaction command to reduce memory usage?

Which THREE of the following are valid uses of the stats command? (Select three.)

An organization uses Splunk CIM to normalize data from multiple sources. They have a custom data source that logs firewall events with a field 'action' containing values 'accept', 'deny', 'drop'. They want to map this to the CIM field 'action'. Which configuration is required?

An analyst wants to create a visualization showing the average response time by hour over the past day, with each server in a separate line. Which command should they use?

A search uses a subsearch to retrieve a list of user IDs, and then the main search uses IN operator to filter events. The subsearch is expected to return up to 10,000 values. What is a potential limitation and how can it be addressed?

A team develops multiple dashboards that share common search logic. What is the best practice for managing these searches?

A security team has a saved search that runs every 5 minutes and looks for 'FAILED' events in Windows Security logs. The search uses a macro 'failed_logins' defined as: `define failed_logins() [search index=windows sourcetype=WinEventLog:Security EventCode=4625]`. Recently, the team noticed that the search is returning no results even though there are failed login events. What is the most likely issue?

A team wants to create a dashboard that displays daily user activity over the past 30 days. The underlying data is voluminous (hundreds of millions of events per day). They need the dashboard to load quickly. The admin considers two options: using a summary index with a scheduled search to pre-compute the daily counts, or using data model acceleration on a CIM data model. Which approach is most appropriate for this specific requirement?

A Splunk administrator wants to create a reusable search component that accepts a sourcetype and a time range. What is the correct method to define this in Splunk?

Match each Splunk index time field to its meaning.

Refer to the exhibit. The search returns only transactions that ended with successful login. The administrator wants to see all failed login attempts that did not lead to a success. What is the most efficient approach?

A search uses `transaction session_id maxspan=30m` to group events. The search returns 5000 transaction events. The analyst needs to filter out any transaction that does not contain an event with status=failure. Which post-transaction command should be used?

A large e-commerce company uses Splunk to monitor their web application. They have a query that uses the transaction command to group related events into transactions based on session ID and a 30-minute max pause. The query runs slowly and often times out. The environment has 10 indexers with 4 CPU cores each. The search is run over the last 7 days. Which of the following is the best course of action to improve performance?

Which TWO features are available for customizing dashboards in Splunk's Simple XML?

Which two techniques should be used to optimize a transaction search that is slow due to a high volume of events? (Choose two.)

A Splunk user wants to create a macro named `nunique` that takes a field name as an argument and returns the count of distinct values for that field. Which macro definition should be used?

Refer to the exhibit. What does the final result represent?

The search returns zero results, but the lookup file contains users with names like 'admin1', 'admin2'. What is the most likely reason?

A transaction that groups events by field 'session_id' sometimes produces transactions that contain events from multiple distinct sessions due to session_id reuse over time. What is the best way to ensure transactions are correctly separated?

A team wants to create a custom visualization that requires JavaScript and CSS modifications. Which Splunk feature should be used?

A search includes 'transaction userid maxspan=1h maxopentxn=1000'. What is the purpose of maxopentxn?

Refer to the exhibit. An administrator is configuring a CIDR match lookup for geo-IP. The lookup is not working. What is most likely the issue?

An administrator runs a transaction command that groups events by a customer ID but notices that some transactions are missing expected events. The log shows that the events are present and within the maxpause. What could be the reason?

Order the steps to create a data model in Splunk in the correct order.

A search `index=main | eval weekday=strftime(_time,"%A") | stats count by weekday | sort - count` shows that Monday has the highest count. However, the user suspects that Monday data is double-counted due to timezone offset. What should be done to investigate?

You are a Splunk power user working for a healthcare organization. You have created a visualization that shows patient wait times by department over the last 30 days. The chart uses a timechart command with a 'stacked' option. Recently, the chart started showing negative values for some departments, which is impossible because wait times cannot be negative. You have verified that the raw data is correct and contains only positive wait times. The search is: index=healthcare sourcetype=patient_wait | timechart span=1d avg(wait_time) by department. The chart is displayed as a stacked area chart. The negative values appear only for a few departments sporadically. You suspect the issue is related to how null values are handled. What could be causing the negative values?

A Splunk Power User needs to find the average duration of user sessions. The sessions are defined by a 'user_id' field and have a max inactivity of 15 minutes. Which search correctly calculates this?

A security analyst wants to group all authentication events (e.g., login, logout, failure) that occur within a 10-minute window for each user. The events are from multiple sources and share a common 'user' field. Which transaction command is most appropriate?

Which THREE of the following are valid Splunk search commands?

A security analyst needs to find all events where the field 'status' is either 'error' or 'critical', and then count the number of events per source IP. Which search is correct?

Which SPL command can be used to create a new field based on a conditional evaluation, such as setting a status field to 'critical' if a numeric threshold is exceeded?

A systems engineer creates a summary index using a saved search that runs every 30 minutes. The summary index aggregates data from multiple sourcetypes. After a week, the engineer notices that the summary index contains duplicate events for certain time ranges. What is the most likely cause?

Match each Splunk role to its typical permission level.

What is the MOST likely reason the search returns no results?

Which three statements about the transaction command are correct? (Choose three.)

Arrange the steps to create a new index in Splunk in the correct order.

A search produces a table with many rows. Which visualization type is best suited to show the distribution of a single field's values?

A large e-commerce company is using Splunk to monitor user sessions across multiple microservices. Each service logs events with a common 'session_id' field. The security team wants to identify sessions where a user performed a 'password_change' action followed by a 'login' from a different IP address within 5 minutes, indicating possible account takeover. The current search uses `transaction session_id startswith=action=login endswith=action=password_change maxspan=10m`. However, the search returns very few results, and the team suspects it is missing many attacks. The logs show that sometimes 'password_change' occurs before 'login' (e.g., password reset then login) and the IP changes are observed across multiple events. The team needs to capture both orderings. Which approach should they take?

Which TWO of the following are valid reasons to use the Common Information Model (CIM) in a Splunk environment?

A company's security team uses Splunk to monitor firewall logs. They have a lookup file named 'threat_intel.csv' containing 10,000 IP addresses classified by threat level. The lookup is used in a dashboard that shows the number of blocked connections from high-threat IPs over the past 24 hours. Recently, the dashboard has become slow, taking over 30 seconds to load. The lookup file is updated every 15 minutes via a script that replaces the entire file. The search currently uses: `index=firewall | lookup threat_intel.csv src_ip OUTPUT threat_level | where threat_level="high" | stats count`. Which of the following is the MOST efficient way to improve dashboard performance?

The search returns a timechart with multiple series but the series colors are all the same. What is the most likely reason?

A Splunk administrator wants to create a static lookup table from a search result. Which approach is recommended?

Which command returns the list of all sourcetypes in a specific index?

Refer to the exhibit. An analyst sees that the transaction for sessionid 'abc123' has duration 120 seconds and 4 events. The events within this transaction occur at 10:00:00, 10:01:00, 10:02:00, and 10:03:00. Why did the transaction close?

An analyst wants to remove events that contain the string 'debug' from a log. Which command should be used?

A security analyst notices that a timechart command is returning too many data points on the x-axis, making the chart unreadable. Which command modification should be used to reduce the number of data points?

A security operations center (SOC) uses Splunk to correlate alerts from multiple sources. They have a rule that triggers a transaction when an IDS alert is followed within 5 minutes by a firewall deny event from the same source IP. The search is: `index=security sourcetype=ids OR sourcetype=firewall | transaction src_ip startswith="ids" endswith="firewall" maxspan=5m`. This works well when the deny event occurs after the alert. However, analysts are missing correlations where the firewall deny event occurs slightly before the IDS alert (up to 1 minute before). To capture these out-of-order events without significantly increasing resource usage, what should the analyst do?

The exhibit shows a search that categorizes HTTP status codes and counts them. If the search returns only three categories, what is the most likely reason?

A security analyst wants to create a comparison report showing the count of login failures by user for today versus yesterday. They run: `index=security action=failure | timechart count by user`. This produces a chart of counts over time, but they want separate columns for today and yesterday. How can they achieve this comparison efficiently?

A Splunk administrator at a company with 500 employees needs to correlate VPN login events with subsequent network access logs to track user sessions. The VPN logs contain fields: user, src_ip, timestamp, event_type (login or logout). The network logs contain fields: user, dst_ip, timestamp, action (allow or deny). Both logs are indexed daily. The administrator wants to create a search that groups each VPN login with all network access events from that user within the next 8 hours. However, the current search using `transaction user startswith="login" endswith="logout" maxspan=8h` is returning many incomplete transactions where the logout event is missing. What is the most efficient way to improve the correlation without missing sessions?

A search includes a lookup that is used for every event. The lookup file has 500,000 rows. The search is running slowly. Which change could improve performance?

When using the stats command with multiple BY fields, the results show many rows with null values. What is the most likely cause and how can it be reduced?

A Splunk user wants to group web server logs into transactions representing a single user visit, where a visit starts with a 'GET' request and ends with a 'POST' request. Which transaction command syntax correctly implements this logic?

An analyst wants to calculate the average response time for each web server, but only for requests that returned status code 200. Which search accomplishes this?

Refer to the exhibit. The search returns no transactions even though there are login and logout events in the index. What is the most likely cause?

A security analyst needs to enrich authentication logs with employee department information stored in a CSV file called 'employees.csv'. The CSV has fields: 'emp_id', 'name', 'department'. The authentication logs contain a field 'user_id' that matches 'emp_id'. Which search correctly enriches the events with the department field?

When designing a macro for use across multiple dashboards, which two considerations are important? (Choose TWO.)

A team regularly runs a saved search that joins two large indexes. Performance is poor. Which design change would MOST improve query performance?

An alert saved search runs every 5 minutes and is set to trigger when count > 0. The alert keeps triggering repeatedly for the same events. What is the recommended solution?

A security analyst wants to visualize the count of login failures per hour, grouped by source IP. Which SPL command should they use?

A financial services company uses Splunk to detect fraudulent transactions. Each transaction event has fields: `user_id`, `amount`, `merchant`, `timestamp`. The fraud detection team wants to identify users who make multiple small transactions (under $50) totaling over $200 within a 1-hour window, which may indicate testing stolen credit cards. They write the following search: `index=transactions sourcetype=payment amount<50 | transaction user_id maxspan=1h | where sum(amount) > 200` This search runs but returns no results, even though manual inspection shows users with such patterns. What is the primary reason the search fails?

To count events by host for the last hour, which search is most efficient?

A user wants to see the top 5 most common HTTP methods (field "method") from web access logs, along with their percentage of total. Which search is best?

A lookup definition is correctly configured, but when used in a search, no results are returned. The lookup file exists and contains data. What is the most likely cause?

Which TWO of the following are valid aggregation functions in the `stats` command? (Choose 2)

Which TWO of the following are valid ways to reference a macro in a search?

A security team wants to detect a multi-step attack pattern: a user logs in from a new IP address, then within 10 minutes performs a privilege escalation, and finally accesses a sensitive file. They have events with fields: user, ip, action, and timestamp. Which SPL transaction statement should they use to group these three events into one transaction, ensuring all three actions occur in order?

A Splunk admin wants to group events that share a common `session_id` field. Events arrive out of order. Which transaction field will automatically sort events correctly?

In a dashboard panel, a table shows event counts by source. The user wants to click on a sourcetype to drill down to a new search showing all events from that source. Which token-based drilldown approach is correct?

An analyst needs to correlate events from a web server log and an application log to identify failed login attempts followed within 5 seconds by an error event. The events share a common session ID field. Which approach should the analyst use?

Refer to the exhibit. An admin configures acceleration for the Network_Traffic data model as shown. A user runs a search using the data model over the last 60 days. Why might the search be slower for data older than 7 days?

When creating a saved search that runs every hour and sends an email alert when the count of errors exceeds 10, which action must be configured in addition to the search logic?

Refer to the exhibit. What is the purpose of the 'maxpause=5m' parameter in this search?

An admin is troubleshooting a saved search that uses the `| `my_macro` command. The macro definition is `stats count by $1$`. The saved search is scheduled to run hourly. Which of the following issues could cause the saved search to fail? (Choose three.)

A security analyst needs to correlate authentication events from multiple Windows domain controllers to identify failed logon attempts from a specific user account, and then enrich the results with the user's department and manager from an HR database. Which TWO Splunk features should the analyst use?

An organization uses the Splunk Common Information Model (CIM) to normalize data from various sourcetypes. After onboarding a new firewall vendor, the data is not populating the Network Traffic data model. Which of the following is the most likely cause?

Refer to the exhibit. The search aims to detect brute-force attacks where there are at least 2 failed logins followed by a successful login from the same source IP within 5 minutes. However, the search returns no results even though such attacks exist. What is the most likely error in the search logic?

Which THREE of the following are best practices for creating saved searches?

Refer to the exhibit. What will this search return?

Which THREE are components of the Common Information Model (CIM) in Splunk?

An automatic lookup is configured in props.conf and transforms.conf, but the expected fields are not appearing in search results. Which is the first thing to verify?

An admin configured an automatic lookup but events for mysourcetype are not being enriched. What is the most likely problem?

A search produces a field 'count'. You need to find the event with the maximum count. Which approach is correct?

A security analyst wants to group all events from a single web session into one transaction. The session is identified by a 'sessionId' field, and events are generated over a period that can last up to 30 minutes. The analyst also wants to close the transaction if there is no activity for more than 10 minutes. Which transaction parameters should be used?

An analyst runs a search with the command 'lookup region_lookup region_code OUTPUT region_name'. The events have a region_code field with values like 'us-east' and 'eu-west'. The lookup file contains 'US-EAST' and 'EU-WEST'. The lookup returns no results. What is the most likely cause?

Refer to the exhibit. What is the purpose of the eval command in this search?

An organization is implementing the Splunk Common Information Model (CIM) to normalize data. They have a source that provides event data with field names `src_ip` and `dst_ip`. To map these to CIM fields, which knowledge object should be created?

Which TWO statements correctly describe the behavior of the transaction command in Splunk?

A search returns duplicate events for the same user. The analyst wants to keep only the first occurrence of each user based on timestamp. Which sequence of commands is best?

A user wants to add a field showing the average value of a numeric field `latency` for each host, without reducing the number of events. Which command should be used?

A dashboard developer wants to create a single-value visualization that shows the current server status from a lookup table. Which Splunk command should be used to retrieve the lookup data in a real-time context?

A security analyst is trying to normalize authentication data from multiple sources using CIM. After mapping sourcetypes to the Authentication data model, the CIM acceleration dashboard shows no data. The data model acceleration is enabled and has completed building. What is the most likely cause?

A company needs to enrich search results with additional fields from a CSV file. Which method should they use to define the lookup table so that it is available in all searches?

The search returns unexpected results, including IP addresses that are not in the expected format (e.g., '127.0.0.1' appears as '27.0.0.1'). What is the most likely cause?

Which TWO benefits does the Splunk Common Information Model (CIM) provide? (Choose two.)

In a dashboard, a bar chart shows sales by region. The user wants to click on a bar and have a table filter to show only that region's details. Which drilldown technique should be used?

A security analyst creates a timechart of login failures by source IP. The chart shows expected spikes, but the top 5 IPs account for <10% of all failures. The analyst suspects a DDoS attack using spoofed IPs. Which visualization type would BEST highlight the distribution of failures across all IPs?

Which TWO of the following are true about the `transaction` command? (Choose 2)

In the CIM, which field is commonly used to identify the user responsible for an authentication event?

A Splunk user wants to correlate events from different sourcetypes (web_access, app_log) that belong to the same user session identified by session_id. The events should be grouped only if they occur within 30 minutes of each other, and each transaction should contain at least one event from each sourcetype. Which SPL construct should they use?

A Splunk admin is tasked with creating a dashboard that shows the average response time per server over the last hour, updated every 60 seconds. The data comes from a sourcetype 'app_log' with fields: server, response_time. The admin wants to use a single search with a timechart and set the dashboard's time range picker to 'Last 60 minutes'. However, the chart shows only one data point (the average for the entire hour) instead of per-minute intervals. What is the most likely cause and solution?

Which of the following searches correctly computes the average response time per host?

A security team needs to group login events for the same user within a 5-minute window. Which transaction option should be used to limit the time between consecutive events?

A large lookup file with 10 million rows is used in a search that joins with main index data. The search is slow. Which optimization should be applied first?

A developer wants to debug a slow Splunk search that uses multiple eval and where commands. The search returns correct results but takes 2 minutes. The developer wants to identify which parts of the search are slow. The environment is a single instance Splunk with moderate data. What should the developer do?

Refer to the exhibit. Which statement about this search is true?

Which TWO of the following are valid reasons to use transaction instead of stats for event correlation?

Refer to the exhibit. An analyst runs the above search to test transaction behavior. What is the likely result?

Which TWO of the following commands can be used to find the most frequent value of a field within each group?

An analyst wants to create a time-series comparison of the current week and the previous week. Which TWO commands are commonly used together to achieve this? (Select two.)

An analyst notices that a timechart command with 'by host' shows only 10 hosts even though there are 50 distinct hosts. What could be the reason?

A search includes the macro `mysearch(field1, field2)`. The macro definition is `stats count by $1$, $2$`. If the search is `index=main | `mysearch(user, action)`, what is the expanded search?

A large e-commerce site logs all user page views and purchases. Each event contains user_id, session_id, timestamp, and event_type (view or purchase). The marketing team wants to analyze the sequence of views that lead to a purchase. They use `transaction session_id startswith="view" endswith="purchase" maxspan=1h`. However, they find that some transactions are missing purchase events because the purchase occurs after 1 hour, or sometimes multiple purchases occur within the same session. To include all related events and correctly identify the sequence leading to each purchase, what is the best approach?

An organization has implemented the Splunk Common Information Model (CIM) for their security data. They have mapped several sourcetypes to the Authentication data model and enabled data model acceleration. However, the CIM dashboard shows no data even though searches against the raw data return results. The admin checks the data model acceleration settings and sees that the acceleration is enabled and has completed building. What is the most likely issue?

A search uses `transaction` with wildcard fields (e.g., `*id`), causing poor performance. What is the best practice to optimize this?

Refer to the exhibit. A user runs this search expecting to see the top 5 departments by count, but the results show all departments. What is the error?

A search needs to find events where the same user logged in from more than 3 different IP addresses within a 5-minute window. Which combination of commands is most efficient?

A macro is defined as `mysearch` with definition `index=main | stats count by $source_type$`. The macro is invoked as `| `mysearch(access_combined)` but the search never finishes. What is the likely issue?

Order the steps to set up a data input for monitoring a log file in Splunk.

An admin creates a dashboard with a timechart panel that drills down to a search for that time range. The drilldown search works but does not include the time range. What is the likely cause?

A search uses transaction to group login and logout events. What happens if a user has multiple logins before logging out?

A team uses a lookup to enrich web logs with customer region. The lookup is file-based and updated daily. Some events are not being enriched even though the lookup file has matching keys. What could be the issue?

An engineer runs `| inputlookup asset_lookup.csv | table asset_id asset_name` and gets no results despite the file existing in $SPLUNK_HOME/etc/apps/search/lookups/. The lookup definition is correctly configured. What is the MOST likely cause?

Which TWO options can be used with the `transaction` command to control how many events are included in a single transaction?

Refer to the exhibit. When a source IP does not match any entry in geo.csv, what values will be added to the event?

Which TWO of the following are limitations of the transaction command in Splunk?

The exhibit shows an error when using a lookup. What is the most likely missing configuration?

A security analyst needs to correlate IP addresses from firewall logs with a lookup table containing known malicious IPs. The lookup table is updated hourly and contains 10,000 entries. Which lookup type should be used to ensure the fastest search performance?

A large enterprise runs Splunk Enterprise with 500 servers forwarding Windows security logs. The security team wants to correlate failed logins (EventCode 4625) with subsequent successful logins (EventCode 4624) from the same source IP within a 5-minute window. They currently use the following search: index=windows sourcetype=WinEventLog:Security (EventCode=4625 OR EventCode=4624) | transaction src_ip maxpause=5m | search EventCode=4625 AND EventCode=4624. This search is extremely slow and often times out. Which approach would improve performance while maintaining the same correlation logic?

A team wants to correlate events from different sourcetypes (web, db) on a common `sessionid`. They use `transaction sessionid` across both sourcetypes. The results show that some transactions are missing events. What is the most likely cause?

A large e-commerce company uses Splunk to analyze customer purchase funnels. Their environment includes 10 indexers and a search head cluster. They have a search that runs every 5 minutes to correlate events from web logs, order logs, and payment logs using the `transaction` command on a common `order_id` field. The search uses `transaction order_id maxevents=50 maxspan=30m`. Recently, users have reported that some orders are missing from the results, especially for high-volume periods. The team also notices that dashboard searches often timeout. They suspect the transaction command is the bottleneck. Upon examining the search, they see that the web logs alone generate hundreds of events per order. Which course of action would best address the missing orders and performance issues?

A search is producing results that include both internal and external traffic. The analyst wants to approximate the number of distinct destination IPs for internal traffic only, where internal IPs fall within the 10.0.0.0/8 range. Which approach is most efficient?

Refer to the exhibit. A Splunk user runs the search shown. The search returns results, but the user notices that some clientip values appear multiple times in the stats output, even though they should have been grouped into a single transaction. What is the most likely reason for this?

An IT administrator notices that a lookup table used to enrich firewall logs is not updating correctly. The lookup file is stored in $SPLUNK_HOME/etc/apps/search/lookups/. What is the most likely cause if the lookup is defined as a 'file-based lookup' with automatic lookup?

A search analyst wants to calculate the average transaction time for each user and then find users whose average transaction time exceeds the overall average. Which approach is most efficient?

A search using `tstats` to query a data model returns results but is slow. Which of the following is the most likely cause?

Which TWO best practices should be followed when creating saved searches that use macros? (Select exactly 2.)

A search includes `... | eval day=strftime(_time, "%A") | stats count by day | sort count`. The results show Monday has the highest count. The analyst wants to confirm that the timezone is correctly applied. Which command should be added before the eval to ensure the day calculation uses the local timezone?

Which THREE of the following are valid ways to create a subsearch in SPL? (Choose three.)

A user runs a search that returns 1,000,000 results but only sees 5,000 in the Statistics tab. What is the most likely cause?

Which TWO of the following are valid ways to correlate events without using the transaction command?

A company has a lookup table that contains product prices that change over time. The lookup has a 'valid_from' and 'valid_to' field. Which lookup type should be defined in transforms.conf to automatically match events to the correct price based on the event timestamp?

Which two lookup types in Splunk support automatic time-based matching? (Choose 2)

Which TWO are correct about saved search permissions and scheduling? (Choose two.)

A search returns events with fields 'user', 'action', and 'count'. The analyst wants to create a timechart showing the number of distinct users performing 'login' actions per hour. Which search is correct?

A data scientist wants to extract the domain from email addresses in the `_raw` field. The emails follow the pattern user@domain.tld. Which eval expression should be used to create a new field called `domain` containing only the domain part?

Where must the file 'departments.csv' be placed for this lookup definition to work?

Which TWO of the following are valid ways to calculate the median of a numeric field?

A security team runs a search to count login failures per user over the last 24 hours: `index=security action=failure | stats count by user`. The results show counts, but some users have extremely high counts due to a brute force attack. The team wants to identify users with a count greater than 100. What should they do to get the desired list?

Arrange the steps to configure a lookup table file in Splunk.

A company needs to enrich events with lookup data that changes over time, such as daily exchange rates. Which lookup method is most appropriate?

An analyst runs `sourcetype=access_combined | transaction clientip` and notices many single-event transactions. Which option would help close transactions more accurately?

A Splunk admin is responsible for a search dashboard that displays real-time statistics of application errors. The search uses 'index=app sourcetype=error | timechart count by severity span=5m'. Users report that the dashboard is slow and often times out. The environment has 4 indexers and the data volume is about 500 GB/day. The admin wants to improve performance without changing the dashboard's output. Which step should they take?

A search returns 1000 results per second. The user wants to see a trend of counts over the past hour in 5-minute intervals. Which command should be used?

You are a Splunk consultant for a financial services firm. They have a large lookup table containing customer account numbers and risk scores. This lookup is used in a critical compliance search that runs every hour. The search is failing with a memory error 'The search coordinator stopped the search due to memory usage'. You have already tried increasing the memory limit for the search via limits.conf, but the error persists. The lookup file is a CSV file of 2GB, with approximately 20 million rows. The search is: index=compliance sourcetype=transactions | lookup risk_scores.csv account_id OUTPUT risk_score | stats avg(risk_score) by transaction_type. The search runs on a single search head with 16GB RAM. The lookup is defined as static. What is the most effective optimization to resolve the memory error?

The exhibit shows a search to find the top 5 URI-method combinations by count. However, the results show only 5 rows, but the analyst expected to see the top 5 URIs overall, not combinations. Which change to the search would achieve the desired result?

A Splunk administrator is correlating events from two sourcetypes using transaction with startswith and endswith. The transaction rarely matches events even though they exist. What is the most likely cause?

A user wants to create a report that shows the top 5 sources of errors, excluding a specific source 'host1'. Which SPL is correct?

An analyst uses transaction to group web requests by session_id. Some transactions are unexpectedly large, containing hundreds of events. What parameter should be adjusted to limit the number of events per transaction?

Which THREE of the following are benefits of using eventstats over stats when analyzing event logs? (Choose three.)

Refer to the exhibit. A search uses the macro as `| `fillnull(field=user)`. However, the search fails with a syntax error. What is the most likely issue?

You are a Splunk administrator for a multi-site deployment with two data centers: primary and remote. Users on the remote site report that a lookup used in a dashboard returns no results for data from their site, but the same lookup works perfectly on the primary site. The lookup is defined with 'local=true' in the transforms.conf. The lookup file is stored on the primary search head. The remote site has its own search head that queries data from both sites. The dashboard search is: index=main | lookup site_mapping.csv site_id OUTPUT location | stats count by location. Users on the remote site see rows with location=null for their data. What is the most likely cause?

To find users who logged in from more than 3 different IP addresses, which search is correct?