- A
Amazon Kinesis Data Analytics
Why wrong: This is for real-time streaming analytics, not batch.
- B
AWS Lambda
Lambda can trigger on S3 events for late-arriving data.
- C
Amazon EMR
Why wrong: EMR is for big data processing but adds overhead.
- D
AWS Glue
Glue can perform ETL and catalog data.
- E
Amazon Redshift
Redshift is the data warehouse for analysis.
Question 1,366 of 1,746
SAP-C02 Design for New Solutions Practice Question
This SAP-C02 practice question tests your understanding of design for new solutions. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
A company is building a data analytics pipeline. Raw data is ingested into an Amazon S3 bucket. The data must be transformed and loaded into Amazon Redshift for analysis. The pipeline must handle late-arriving data and ensure data consistency. Which THREE AWS services should the company use?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
AWS Lambda
AWS Lambda is correct because it can be triggered by S3 events to process late-arriving data in near real-time, transforming and loading it into Amazon Redshift. Lambda's serverless nature allows it to handle variable data arrival patterns without managing infrastructure, ensuring data consistency through idempotent processing logic.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Amazon Kinesis Data Analytics
Why it's wrong here
This is for real-time streaming analytics, not batch.
- ✓
AWS Lambda
Why this is correct
Lambda can trigger on S3 events for late-arriving data.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Amazon EMR
Why it's wrong here
EMR is for big data processing but adds overhead.
- ✓
AWS Glue
Why this is correct
Glue can perform ETL and catalog data.
Related concept
Read the scenario before looking for a memorised answer.
- ✓
Amazon Redshift
Why this is correct
Redshift is the data warehouse for analysis.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often confuse Amazon Kinesis Data Analytics for batch processing or assume Amazon EMR is required for any transformation, overlooking the serverless, event-driven capabilities of AWS Lambda and AWS Glue for S3-to-Redshift pipelines.
Detailed technical explanation
How to think about this question
AWS Glue provides a managed ETL service with a built-in crawler and Data Catalog that can handle schema evolution for late-arriving data, while Amazon Redshift supports automatic data consistency through its COPY command with manifest files and transaction isolation. In practice, combining Glue for schema discovery and transformation with Redshift's materialized views can optimize query performance for late-arriving data without reprocessing the entire dataset.
KKey Concepts to Remember
- Read the scenario before looking for a memorised answer.
- Find the constraint that changes the correct option.
- Eliminate answers that are true in general but not in this case.
TExam Day Tips
- Watch for words such as best, first, most likely and least administrative effort.
- Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
How this comes up in practice
A media company stores terabytes of video archives that are accessed once a year for audit purposes. Moving these objects to a cold storage tier (Azure Archive, S3 Glacier, or Google Nearline) costs a fraction of hot storage. Questions like this test whether you understand storage tiers, access frequency tradeoffs, and retrieval latency requirements.
Quick reference
AWS S3 Storage Class Comparison
| Storage Class | Min Duration | Retrieval | Use Case |
|---|---|---|---|
| S3 Standard | None | Immediate | Frequently accessed data |
| S3 Standard-IA | 30 days | Immediate | Infrequent access, rapid retrieval |
| S3 One Zone-IA | 30 days | Immediate | Non-critical infrequent data |
| S3 Intelligent-Tiering | None | Immediate–hours | Unknown or changing access patterns |
| S3 Glacier Instant | 90 days | Milliseconds | Archive with instant retrieval |
| S3 Glacier Flexible | 90 days | Minutes–hours | Archive, flexible retrieval |
| S3 Glacier Deep Archive | 180 days | Hours | Long-term compliance archive |
What to study next
Got this wrong? Here's your next step.
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
- →
Design for New Solutions — study guide chapter
Learn the concepts, then practise the questions
- →
Design for New Solutions practice questions
Targeted practice on this topic area only
- →
All SAP-C02 questions
1,746 questions across all exam domains
- →
AWS Certified Solutions Architect Professional SAP-C02 study guide
Full concept coverage aligned to exam objectives
- →
SAP-C02 practice test guide
How to use practice tests most effectively before exam day
Related practice questions
Related SAP-C02 practice-question pages
Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.
Design Solutions for Organizational Complexity practice questions
Practise SAP-C02 questions linked to Design Solutions for Organizational Complexity.
Design for New Solutions practice questions
Practise SAP-C02 questions linked to Design for New Solutions.
Continuous Improvement for Existing Solutions practice questions
Practise SAP-C02 questions linked to Continuous Improvement for Existing Solutions.
Accelerate Workload Migration and Modernization practice questions
Practise SAP-C02 questions linked to Accelerate Workload Migration and Modernization.
SAA-C03 VPC practice questions
Practise SAP-C02 questions linked to SAA-C03 VPC.
SAA-C03 S3 lifecycle policy questions
Practise SAP-C02 questions linked to SAA-C03 S3 lifecycle policy questions.
SAA-C03 RDS Multi-AZ questions
Practise SAP-C02 questions linked to SAA-C03 RDS Multi-AZ questions.
SAA-C03 IAM policy practice questions
Practise SAP-C02 questions linked to SAA-C03 IAM policy.
SAA-C03 Route 53 failover questions
Practise SAP-C02 questions linked to SAA-C03 Route 53 failover questions.
SAA-C03 CloudFront practice questions
Practise SAP-C02 questions linked to SAA-C03 CloudFront.
SAA-C03 NAT gateway questions
Practise SAP-C02 questions linked to SAA-C03 NAT gateway questions.
SAA-C03 VPC endpoint questions
Practise SAP-C02 questions linked to SAA-C03 VPC endpoint questions.
Practice this exam
Start a free SAP-C02 practice session
Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.
FAQ
Questions learners often ask
What does this SAP-C02 question test?
Design for New Solutions — This question tests Design for New Solutions — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: AWS Lambda — AWS Lambda is correct because it can be triggered by S3 events to process late-arriving data in near real-time, transforming and loading it into Amazon Redshift. Lambda's serverless nature allows it to handle variable data arrival patterns without managing infrastructure, ensuring data consistency through idempotent processing logic.
What should I do if I get this SAP-C02 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
About these practice questions
Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
Keep practising
More SAP-C02 practice questions
- A company wants to automate the migration of on-premises servers to AWS. The migration plan includes discovery, assessme…
- A company is using AWS Organizations with hundreds of accounts. The central IT team needs to deploy a common set of AWS…
- A multinational company operates a multi-account AWS environment using AWS Organizations. The security team needs to enf…
- A company has a multi-account AWS environment with a centralized logging account. The security team needs to analyze VPC…
- A company has multiple AWS accounts and wants to centralize logging of all API calls. Which TWO services should be used…
- Match each AWS compute service to its use case.
Last reviewed: Jul 4, 2026
This SAP-C02 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the SAP-C02 exam.
Question Discussion
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
Sign in to join the discussion.