TF-004 · domain
scenario questions
Practise HashiCorp Terraform Associate TF-004 scenario questions practice questions — original exam-style scenarios with answer choices, explanations, and analysis of common mistakes.
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A company wants to manage both on-premises and cloud infrastructure with a single tool. Which feature of Terraform makes this possible?
Easy2After running `terraform state mv` to rename a resource, the resource's state binding is lost and the resource cannot be managed. Which command should be run to restore the state binding?
Hard3A team uses Terraform with remote state in an S3 backend and DynamoDB for state locking. A user runs 'terraform apply' and receives the error: 'Error acquiring the state lock'. The lock info shows a lock ID and caller. What is the best immediate course of action?
Hard4A team needs to share a Terraform module across multiple projects within their organization. What is the best practice?
Easy5A team is using a shared backend for Terraform state. After running terraform apply, the state file is locked for an extended period, causing other team members to fail with 'Error acquiring the state lock'. What is the most likely cause?
Easy6Which two statements accurately describe the difference between declarative and imperative IaC approaches? (Choose two.)
Hard7What is the purpose of the 'terraform validate' command?
Easy8A Terraform configuration includes a module from the Terraform Registry. After running `terraform init`, the module is downloaded. However, a subsequent `terraform plan` fails with an error that a required provider is not installed, even though it is declared in the module. What is the most likely cause?
Hard9Match each Terraform command to its primary function.
Medium10Refer to the exhibit. An operator runs terraform plan and gets the following output. They have not modified the Terraform configuration since the last successful apply. What is the most likely cause of the planned changes?
Medium11Which THREE of the following are capabilities of Terraform Cloud's Sentinel policy framework? (Choose three.)
Hard12An operator wants to pass output values from one Terraform configuration to another as input variables. Which approach is recommended?
Medium13An organization uses Terraform with the AzureRM backend. The team recently split a large configuration into multiple smaller configurations, each with its own state file. They want to share outputs from one configuration (networking) as inputs to another (compute). Which approach should they use to reference the networking state from the compute configuration without duplicating data?
Hard14You have two modules that create resources in different providers. Module A creates a VPC in AWS, Module B creates a Kubernetes cluster that requires the VPC ID. You want to ensure Module B runs after Module A but avoid hardcoding the VPC ID. Which approach is most appropriate?
Hard15Which THREE of the following are necessary steps to configure OIDC (OpenID Connect) for authenticating Terraform in a CI/CD pipeline?
Hard16Which of the following accurately describe core purposes and benefits of using Terraform in a cloud infrastructure environment? Choose all that apply. (There are four correct answers.)
Medium17Refer to the exhibit. What is the purpose of this output block?
Easy18An organization stores their Terraform modules in a private Git repository. They need to reference a module that resides in a subdirectory called 'modules/rds' within the repository 'infra-modules' on the main branch. Which source argument should be used?
Hard19Which TWO statements about Terraform data sources are correct?
Easy20What is the primary purpose of Terraform's state file?
Easy21A developer is new to Terraform and wants to understand the core workflow. Which sequence of commands correctly represents the basic Terraform workflow?
Easy22Which two are benefits of using Infrastructure as Code? (Choose two.)
Easy23An organization manages multiple environments (dev, staging, prod) using Terraform. They want to minimize code duplication while allowing environment-specific variable values. Which approach best achieves this goal?
Hard24A company uses Terraform to manage multi-cloud infrastructure. They have separate Terraform configurations for AWS and Azure, each with its own state file. They want to share a common set of networking variables (e.g., allowed IP ranges) between these configurations without duplicating data. Which approach best achieves this?
Hard25What is the most likely cause of this error?
Medium26Refer to the exhibit. A developer runs `terraform init` and then `terraform plan`. The plan output shows that Terraform will create the AWS instance. However, the state file is expected to be stored in S3 under the key "prod/terraform.tfstate". Which statement is true?
Easy27Which THREE of the following are valid ways to reference a module output value within the same Terraform configuration?
Hard28A user wants to import an existing AWS EC2 instance into Terraform state so it can be managed. After writing the resource block matching the instance, what is the correct next step?
Medium29A Terraform configuration uses a for_each expression to create multiple subnets. After applying, one subnet's configuration needs to be modified. The engineer updates the resource block's map key for that subnet. What will terraform plan show?
Hard30Which THREE of the following are best practices for Terraform state management?
Medium31A company has a monolithic Terraform configuration that manages all of its AWS infrastructure. They want to break it into smaller, manageable configurations without causing downtime or resource duplication. Which approach best follows the core Terraform workflow?
Hard32Which THREE actions should be taken when migrating Terraform state from local to a remote backend?
Medium33Refer to the exhibit. An engineer runs the commands shown in sequence. After executing 'terraform state rm', the next 'terraform plan' shows that the resource will be created. What is the most likely reason?
Hard34A company uses Terraform Cloud and wants to enforce policy checks before any apply. They have a set of Sentinel policies. Where should they configure these policies to run automatically on all runs?
Medium35A team uses Terraform to manage multiple AWS EC2 instances with a 'count' meta-argument. They need to reference the ID of the third instance in another resource's configuration. Which expression should they use?
Medium36A large organization uses Terraform to manage infrastructure across multiple AWS accounts. They have a shared module for VPC stored in a private Git repository (git::https://github.com/org/terraform-aws-vpc.git?ref=v1.0.0). After updating the module source to ref=v1.2.0, they run terraform init and then terraform plan. The plan still shows the old module's resources and behavior. They confirm the new tag exists and the module code has changed. The root module source line is correct. What is the most likely cause?
Hard37Drag and drop the steps to destroy infrastructure managed by Terraform in the correct order.
Medium38Which TWO statements are correct about Terraform state when using the S3 backend with DynamoDB for state locking?
Hard39Refer to the exhibit. A user encounters this error while running 'terraform plan'. What is the best course of action?
Hard40Which TWO module source types support version constraints in Terraform?
Medium41You are managing a Terraform configuration for a multi-tier application that includes AWS EC2 instances, an RDS database, and an Application Load Balancer. The configuration uses multiple modules and remote state stored in an S3 bucket with DynamoDB locking. Recently, a colleague made changes to the configuration and applied them successfully. However, you now need to make additional changes and, when you run 'terraform plan', you receive an error: "Error: Error acquiring the state lock". The error message indicates that the lock is held by a different user. You have confirmed that your colleague is not currently running Terraform. What is the most appropriate course of action to proceed with your changes?
Hard42Which THREE are considered Terraform's best practices?
Hard43An organization wants to use Terraform to manage infrastructure in multiple environments (dev, staging, prod) with the same configuration but different variable values. Which approach should they use?
Medium44A DevOps team manages Terraform configurations for a multi-environment infrastructure (dev, staging, prod). They maintain a central repository of reusable modules stored in a Git repository. Developers often update modules in the master branch to add features or fix bugs. Recently, after a developer updated the 'vpc' module in the master branch, the staging environment's infrastructure was destroyed and recreated during a terraform apply, causing an outage. The team needs to prevent such unintended changes across environments. They currently reference modules using the source argument with a git URL pointing to the master branch: source = "git::https://github.com/org/terraform-modules//vpc?ref=master". The team is looking for a solution that allows controlled updates and ensures each environment uses a fixed version of a module until explicitly upgraded.
Hard45A company is managing multiple cloud environments (dev, test, prod) using Terraform. They want to ensure consistent configurations across environments while allowing environment-specific values. Which IaC practice best supports this?
Medium46An organization uses Terraform with AWS S3 backend and DynamoDB for state locking. During a plan, you receive an error: 'Error acquiring the state lock'. The lock information in DynamoDB shows a lock from a previous session that crashed. What is the most appropriate next step?
Hard47An organization uses Terraform Cloud for remote state management. A user runs `terraform apply` locally but receives an error that the state is locked. What is the most likely cause?
Medium48A team is migrating from local state to an S3 remote backend. They have existing state files in the working directory. After configuring the backend block and running `terraform init`, what is the correct next step to migrate the existing state?
Hard49A module block references a module with version constraint '>= 2.0, < 3.0'. An older version 1.5 is already cached from a previous init. The team wants to ensure they use a newer version. After running terraform init -upgrade, what happens?
Hard50A team uses Terraform to manage infrastructure. They have multiple configuration directories for different environments (dev, staging, prod). They want to reuse common modules across environments. Which approach aligns with the core Terraform workflow best practices?
Easy51You are a DevOps engineer at a large e-commerce company. The infrastructure team uses Terraform to manage AWS resources across multiple accounts. Recently, they introduced a new module that creates an S3 bucket with a bucket policy. The module is used in several environments (dev, staging, prod). After merging a pull request that updates the bucket policy to grant cross-account access to a new partner account, the 'terraform apply' in the dev environment fails with: 'Error: Error putting S3 policy: AccessDenied: Access Denied'. The team is using a remote backend (S3) with DynamoDB locking. The CI/CD pipeline runs as an IAM role with permissions to manage infrastructure. The module uses 'aws_iam_policy_document' data source to construct the policy. The error occurs only in dev, not staging or prod. What is the most likely cause and the correct course of action?
Hard52Which TWO of the following are valid ways to import existing infrastructure into Terraform management? (Choose TWO.)
Medium53Refer to the exhibit. A developer creates a new Terraform configuration with this backend block and runs terraform init. What will happen?
Hard54A team renamed a module from 'module.network' to 'module.vpc' in their configuration. They run 'terraform plan' and see that Terraform wants to destroy the old network resources and create new ones. They want to preserve the existing resources without downtime. What should they do?
Hard55Refer to the exhibit. A team is using this S3 backend configuration. During a deployment, they receive an error that the state file is locked. What is the most likely cause?
Medium56A team is evaluating Terraform for managing their multi-cloud infrastructure. Which TWO statements accurately describe Terraform's purpose and capabilities? (Choose two.)
Medium57An organization has a policy that all AWS S3 buckets must have versioning enabled. They want to ensure that even if someone removes the `versioning` block from the configuration, the bucket still has versioning enabled after `terraform apply`. Which lifecycle configuration should they add to the `aws_s3_bucket` resource?
Hard58A team is using Terraform Cloud and wants to enforce that all AWS resources created by Terraform have a specific tag. Which feature should they use?
Medium59Which four of the following statements about Terraform state management are correct? (Choose all that apply. There are four correct answers.)
Medium60After applying the configuration above, the user changes the AMI to a new value and runs 'terraform apply'. Assuming the new AMI triggers a recreate, what happens during the apply?
Hard61A team uses Terraform Cloud for remote state management. They want to ensure that state file changes are only made through the Terraform Cloud API and not through direct access to the storage backend. Which feature should they enable?
Medium62An operator runs `terraform apply` and receives an error that the state file is locked. What is the most likely cause?
Easy63A team is using Terraform for infrastructure as code. They want to ensure that the state file is stored securely and can be accessed by multiple team members. Which backend type should they use?
Easy64Which statement best describes 'immutable infrastructure' in the context of IaC?
Easy65A developer is working on a Terraform configuration that manages a single resource. They want to import an existing AWS EC2 instance into state. Which command should they use?
Easy66A configuration defines a variable `instance_type` with a default value `t2.micro`. After running `terraform apply`, the operator notices that the instances are being created with type `t2.small`. They check the configuration file and see the default is `t2.micro`. What is the most likely cause?
Medium67Which TWO are valid methods to import existing infrastructure into Terraform?
Medium68Which THREE variable declarations are valid in Terraform?
Hard69A team has a monolithic Terraform configuration managing multiple AWS accounts. They want to decompose it into smaller configurations that can be managed independently. What is the recommended strategy?
Hard70A company has a monolithic Terraform configuration that manages all infrastructure. As the infrastructure grows, plan and apply times become very long. They want to break the configuration into smaller, independent units to improve performance and reduce blast radius. Which approach should they take?
Hard71Refer to the exhibit. A developer runs 'terraform plan' and receives the following error: 'Error: InvalidAMIID.NotFound: The image id '[ami-0c55b159cbfafe1f0]' does not exist'. What is the most likely cause?
Easy72An organization uses Terraform workspaces to manage multiple environments (dev, staging, prod) with the same configuration. What is the primary benefit of using workspaces for state management?
Medium73Refer to the exhibit. After applying this configuration, a team member manually changes the instance type to 't2.small' via the AWS console. The next `terraform plan` shows a change to revert to 't2.micro'. What does this demonstrate?
Hard74A small startup is using Terraform to deploy AWS resources. They have two separate environments: development and production. Currently, they manage two sets of Terraform configuration files in different directories, each with its own state file stored locally. The CEO wants to reduce duplication and simplify management. The team decides to restructure into a single configuration with workspaces. After implementing workspaces, they run `terraform workspace new dev` and `terraform workspace new prod`, then `terraform apply` in the dev workspace. However, when they switch to prod and run `terraform apply`, the plan shows that Terraform wants to recreate all resources instead of managing the existing production resources. What is the most likely reason for this behavior?
Easy75What does Terraform's declarative model mean for infrastructure changes?
Easy76Refer to the exhibit. Which command was most likely executed?
Easy77An organization uses Terraform Cloud and wants to automate run triggers when a new version of a module is published in a private module registry. What is the recommended method?
Medium78A company uses Terraform with a remote backend (AWS S3). They want to ensure that the state file is encrypted at rest. Which configuration approach guarantees this?
Hard79Refer to the exhibit. Which change to the configuration would prevent this error in the future?
Medium80Which TWO scenarios require the use of the depends_on argument?
Medium81Refer to the exhibit. A team deploys this configuration. They run 'terraform apply' once and the instance is created. Later, they modify the instance type and run 'terraform apply' again. They notice the provisioner does not run on the second apply. Why?
Easy82Refer to the exhibit. A user runs 'terraform plan' and sees this output. However, when they run 'terraform apply', they get an error: 'Error creating EC2 instance: UnauthorizedOperation: You are not authorized to perform this operation.' The user's IAM permissions allow ec2:RunInstances. What is the most likely missing permission?
Medium83A team uses Terraform with remote state in Azure Storage. They have a CI/CD pipeline that runs terraform plan and apply. Recently, a team member ran terraform apply manually from their local machine and the process crashed due to a network interruption. Now, the pipeline's next run fails with an error: "Error: Error acquiring the state lock". The team is unsure who holds the lock. They need to proceed with the pipeline as soon as possible. What should they do?
Hard84A development team is using a declarative IaC tool. They make a change to the configuration file to add a new security group rule. When they apply the configuration, the tool automatically modifies the existing security group to add the rule. What is this behavior called?
Medium85A developer runs `terraform plan` and receives the error: "Error: Unsupported argument; An argument named 'enable_vpn_gateway' is not expected here." What is the most likely cause?
Hard86A team uses an S3 backend for Terraform state. During a `terraform apply`, another team member accidentally runs a plan that also modifies the same state. Which feature prevents state corruption in this scenario?
Easy87A developer creates a module in a subdirectory of their Terraform configuration and wants to reference it from the root module. The directory structure is: /terraform-project/modules/networking. Which source argument should they use in the module block?
Medium88A developer is reviewing a terraform plan output and sees that a resource of type "aws_instance" with name "web" will be updated. The developer expected no changes because the configuration hasn't been modified. The instance was manually resized in the AWS console by another team. The developer wants to reconcile the state without destroying the instance. What should they do?
Medium89An engineer modifies a Terraform configuration by increasing the instance_count for an AWS EC2 resource from 2 to 5. After running terraform plan, which change will be displayed?
Easy90An organization uses Terraform to deploy resources on AWS. They have separate configuration files for development, staging, and production. To differentiate these environments, they plan to use the same root module with different variable values. Which Terraform feature best supports this use case?
Medium91A company wants to adopt infrastructure as code (IaC) to manage their expanding cloud environment. Which problem does Terraform directly address?
Easy92A team is writing Terraform configurations for a multi-region deployment. They want to use a module from the public Terraform Registry that provisions AWS VPCs. The module has been updated recently, but the team wants to ensure that all deployments use the same version of the module to avoid unexpected changes. Which configuration approach should they take to lock the module version?
Medium93A developer creates a directory structure with a module located at './modules/networking'. The root configuration references it with source = './modules/networking'. What is the behavior when running terraform init from the root directory?
Medium94A team member runs terraform apply with the configuration shown in the exhibit. The apply succeeds, but the output of the local-exec provisioner shows an empty string for the public IP address. What is the most likely cause?
Hard95Refer to the exhibit. A Terraform configuration includes an `aws_instance.web` resource. The state shows the instance with a specific AMI and instance type. After running `terraform plan`, Terraform reports no changes. However, an engineer observes that the actual instance in AWS has a different AMI ID but the same instance type. What is the most likely cause?
Medium96During a terraform apply, the state file becomes corrupted. What is the recommended recovery method?
Medium97Which TWO of the following commands can be used to read and inspect the current Terraform state? (Select TWO.)
Easy98Refer to the exhibit. The user runs 'terraform plan' and sees that Terraform wants to create the instance. However, the instance already exists in the AWS account with the same configuration. What is the most likely reason?
Medium99An organization is evaluating IaC tools and wants to minimize configuration drift. Which characteristic of a declarative IaC approach is most effective in preventing drift?
Hard100A developer runs `terraform plan` and sees that Terraform will create a new S3 bucket and modify a security group. Which Terraform feature allows the developer to review these changes before applying them?
Easy101A Terraform module defines an output 'instance_ips'. In the root module, how should this value be referenced?
Easy102A company is adopting Terraform to manage its multi-cloud infrastructure on AWS and Azure. The infrastructure team has written several Terraform configurations stored in a Git repository. Each configuration is applied by different team members using their local machines. Recently, the team has been experiencing state file conflicts and inconsistencies, leading to infrastructure drift. The team currently stores the state file locally. They want to ensure that only one person can apply changes at a time and that the state file is always up-to-date. They also want to be able to collaborate effectively without overwriting each other's changes. Which approach should they implement?
Hard103A junior engineer cloned a Terraform repository from GitHub and ran terraform init inside the project directory. The command downloaded the required provider plugins successfully. Next, they ran terraform plan and received the following error: 'Error: No configuration files found in the current directory.' The engineer checked and confirmed that the main.tf file exists in the current directory. What is the most likely cause of this error?
Easy104Which two commands are part of the standard Terraform workflow for provisioning infrastructure?
Easy105A company wants to use Terraform to create Azure resources. They have written a configuration file but when they run `terraform init`, they get a warning about an 'incomplete lock file'. What should they do first?
Medium106Which TWO statements best describe Terraform's purpose? (Choose two.)
Easy107Which TWO actions are part of the core Terraform workflow? (Select TWO.)
Medium108A team is using a private module registry from a third-party vendor. When running terraform init, they receive an error: 'Error downloading module: could not download module... server responded with 401 Unauthorized'. What is the most likely cause?
Medium109A company uses Terraform Cloud and wants to ensure that only approved modules from the private registry are used in configurations. How can they enforce this?
Hard110What is the correct way to resolve this provider version conflict?
Hard111A developer wants to create multiple instances of a module that provisions a single EC2 instance. They want to create 3 EC2 instances. Which approach is most efficient and concise?
Easy112A team is reviewing the Terraform configuration shown in the exhibit. Which statement best describes the relationship between the two resources?
Medium113A team has been managing their AWS infrastructure using a collection of Bash scripts that create resources in a specific order. They frequently encounter issues where resources are created out of order or not properly cleaned up. They want to adopt a more reliable approach that ensures consistent provisioning and teardown. Which action best aligns with Terraform's purpose?
Medium114Which Terraform feature allows managing multiple separate sets of infrastructure from the same configuration?
Hard115A user accidentally ran `terraform state rm` on a critical resource, removing it from state but not destroying the actual infrastructure. Later, they need to re-import the resource. Which sequence of commands correctly accomplishes this?
Hard116A developer wants to conditionally create a resource based on a variable that is a boolean. Which syntax should they use?
Easy117Refer to the exhibit. An engineer runs 'terraform plan' and receives an error: 'Error refreshing state: state data in S3 does not have the expected content.' The state file exists and is not corrupted. What is the most likely cause?
Hard118A company wants to ensure that Terraform configurations are consistent across teams. What practice should they adopt?
Medium119A Terraform configuration includes a variable for a database password marked as sensitive. When a user runs 'terraform apply', the password appears as (sensitive) in the plan output. However, they want to pass this password to a provisioner as an environment variable. What should they do?
Hard120After adding a new module sourced from a Git repository with a specific tag, terraform init reports that the module is being downloaded. What is the best practice to ensure the team uses the same version of this module consistently?
Easy121You are managing a Terraform configuration that deploys resources across multiple AWS accounts using provider aliases. The configuration uses a single backend (S3) to store the state file. Recently, you discovered that the state file has become very large (over 100 MB) and is causing slow operations and timeouts. The team wants to improve performance without losing the ability to manage all resources with a single `terraform apply`. You need to propose a solution. Which approach should you take?
Medium122Drag and drop the steps to handle sensitive data in Terraform outputs in the correct order.
Medium123Which THREE statements about module configuration are correct?
Hard124Which THREE of the following are valid Terraform providers?
Hard125A team manages infrastructure with Terraform and uses a remote backend in an S3 bucket. After a recent state migration, a developer runs 'terraform plan' and gets an error: 'Error: Error loading state: NoSuchKey: The specified key does not exist.' The developer confirms that the state file exists in the bucket. What is the most likely cause?
Medium126Which THREE of the following are valid reasons to use 'terraform refresh'? (Choose three.)
Hard127An organization is evaluating Terraform for managing interconnected resources that must be created in a specific order. Why is Terraform's dependency graph handling a key aspect of its purpose?
Hard128A team is new to Terraform and wants to manage their cloud infrastructure. They have written configuration files but have not yet run any commands. What is the correct sequence of initial steps to deploy their infrastructure?
Easy129Which TWO statements about Infrastructure as Code (IaC) are correct?
Medium130A user runs 'terraform plan' and the output includes a change that adds a new resource. However, the user expected the change to modify an existing resource. What is the most likely cause?
Easy131Which TWO statements are correct when refactoring a monolithic Terraform configuration into modules?
Medium132Refer to the exhibit. A user applies this configuration. They then run 'terraform destroy' but the destroy fails with an error: 'Error deleting load balancer: DependencyViolation: The load balancer 'arn:aws:elasticloadbalancing:...' cannot be deleted because it is currently associated with another resource.' The user has not made any changes to the resources. What is the most likely cause?
Hard133A team wants to reuse a VPC module across multiple environments. They need to pass outputs from one module as inputs to another. Which configuration is correct?
Hard134A DevOps engineer wants to modify the Terraform configuration to control resource lifecycle behavior. Which TWO meta-arguments can be used to influence the order of creation and destruction?
Easy135Which TWO of the following are valid strategies to migrate Terraform state from a local backend to a remote backend?
Easy136A company has a Terraform module that creates an AWS VPC with subnets. They want to reuse this module across multiple AWS accounts. What is the best practice for referencing the module from different root configurations?
Medium137A small startup uses Terraform to manage infrastructure on AWS. They store the state file directly in a Git repository (gitignored but accidentally committed) and have no remote backend. The team has two engineers: Alice and Bob. They both run Terraform from their local machines. Recently, they experienced state conflicts where Alice's apply would succeed but subsequently Bob's apply would fail due to state drift. They want a simple solution without adding too much complexity. What should they do?
Easy138You are a DevOps engineer for a company that uses Terraform to manage infrastructure across multiple AWS accounts (production, staging, development). Each account has its own Terraform configuration and remote state stored in an S3 bucket with DynamoDB locking. Recently, the production deployment pipeline failed with the error: 'Error: Error loading state: AccessDenied: Access Denied'. The pipeline runs under an IAM role that has been working for months. The S3 bucket policy and IAM role permissions have not been changed. However, the team did recently enable S3 bucket versioning and added a lifecycle policy to transition objects to Glacier after 30 days. The state file was last modified 35 days ago. What is the most likely cause of the error?
Hard139A team uses Terraform to manage AWS resources. After a manual change to an S3 bucket policy through the AWS console, Terraform's next plan shows that it will revert the policy to the configuration. This is an example of which concept?
Medium140A developer is new to infrastructure as code and wants to deploy a simple web server on AWS using a tool that allows them to define the infrastructure in a reusable and version-controlled manner. They are considering using the AWS Management Console, AWS CLI, or Terraform. Which course of action aligns best with Terraform's purpose?
Easy141A DevOps engineer is troubleshooting a failed 'terraform apply'. The error message says: 'Error: Error applying IAM policy: The policy failed validation'. The IAM policy is defined using HCL in a JSON-encoded string. What is the most efficient way to debug this issue?
Hard142An organization uses Terraform Cloud with VCS-driven runs. They have two workspaces: network and application. They want a new run in the application workspace to automatically trigger whenever the network workspace completes a successful plan. What should they configure?
Hard143A DevOps team accidentally deleted their Terraform state file. The actual infrastructure (EC2 instances, security groups, etc.) is still running and unchanged. They have the Terraform configuration files that were used to create the infrastructure. They want to re-establish management of the existing infrastructure without recreating it. Which course of action aligns with Terraform's purpose?
Hard144Refer to the exhibit. After applying the plan, the state serial number is 2. What was the serial number before the apply?
Medium145An organization uses Terraform workspaces to manage multiple environments (dev, staging, prod). They notice that terraform plan in the prod workspace unexpectedly shows changes to a resource that should be identical across workspaces. The resource uses a backend that stores state in an S3 bucket. What is the most likely cause?
Hard146A team wants to use Terraform to provision infrastructure across multiple cloud providers. Which configuration approach best supports this goal?
Easy147Refer to the exhibit. A user attempts to run terraform apply with this configuration. What error will occur?
Medium148A developer is new to Terraform and wants to understand the purpose of the terraform init command. Which statement correctly describes its primary function?
Easy149Refer to the exhibit. An engineer receives this error when running terraform apply. What is the most likely cause?
Hard150Which TWO of the following are valid ways to use Terraform outside the core workflow? (Choose two.)
Easy151Which TWO of the following are required when configuring a Terraform backend for remote state storage?
Medium152What is the purpose of the `terraform state list` command?
Easy153An organization uses Terraform with multiple workspaces to manage different environments (dev, staging, prod). They want to ensure that sensitive variables for prod are not exposed in the plan output. What should they do?
Medium154Which TWO options are valid ways to reference a Terraform module from a registry?
Easy155A team wants to ensure that their infrastructure configuration repeatedly results in the same environment regardless of the initial state. Which IaC concept is most directly associated with this goal?
Easy156A company uses Terraform Cloud and wants to enforce policies that all EC2 instances must be of type t2.micro or t2.small. Which feature should they use?
Hard157A company has a Terraform configuration that works correctly in us-east-1 but fails in us-west-2 due to resource availability. What is the best way to handle this?
Hard158A company uses Terraform with an S3 backend. A user accidentally deletes the state file. What is the best practice to recover the state?
Easy159A junior engineer is asked to review a Terraform configuration that defines a module from the Terraform Registry. In which files are the descriptions of the module’s inputs and outputs typically found?
Easy160A company uses AWS CloudFormation for AWS resources and Azure Resource Manager for Azure resources. They want to standardize on a single tool that can manage resources across both clouds with a consistent workflow and support for infrastructure as code. They also want to ensure that their infrastructure can be version-controlled and reviewed. Which approach best fulfills Terraform's purpose?
Hard161Refer to the exhibit. An engineer runs terraform state list and sees these resources. The engineer wants to remove the aws_eip.web_ip resource from state without destroying the actual resource. Which command should be used?
Medium162A DevOps engineer is writing a Terraform configuration to provision an AWS EC2 instance. They want to ensure that the instance is replaced if the AMI ID changes, but not if the instance type changes. Which lifecycle meta-argument should be used?
Medium163Which TWO of the following are true about Terraform workspaces?
Medium164An operator wants to test an expression used in a Terraform configuration without running a plan or apply. Which command allows interactive evaluation of expressions?
Easy165Refer to the exhibit. A terraform plan shows that the instance will be replaced. What will be the order of operations?
Medium166Which command displays the output values defined in the configuration after apply?
Easy167A company uses Terraform with a backend configured to store state in Azure Blob Storage. They want to view the current state of resources without performing a plan or apply. Which command should be used?
Medium168Which TWO statements correctly describe Infrastructure as Code principles?
Easy169A company uses Terraform to deploy virtual machines. They want to ensure that the same exact operating system and software versions are used every time. Which practice supports this?
Easy170Which three characteristics are associated with immutable infrastructure as practiced by Terraform?
Hard171Drag and drop the steps to initialize a Terraform working directory in the correct order.
Medium172Match each Terraform variable type to its example value.
Medium173A team wants to manage infrastructure across multiple cloud providers using a single tool that supports infrastructure as code. Which tool is best suited for this purpose?
Easy174A module defines an input variable with 'sensitive = true'. The root module tries to use that variable in an output block. What happens when running 'terraform apply'?
Hard175Refer to the exhibit. A developer runs `terraform apply` but receives an error that the state file is locked. Which of the following is a likely cause?
Medium176A team is using Terraform to manage a multi-tier application on AWS. The configuration includes resources for VPC, subnets, security groups, and EC2 instances. Recently, a developer manually created an additional security group in the AWS console for testing, and now the team wants to manage it via Terraform. They have updated the configuration to include this security group with the same name and rules. When they run `terraform plan`, it shows that the security group will be created, but the existing one is not detected. They want to bring the existing security group under Terraform management without recreating it. The team is using a remote backend with state locking. What should they do?
Medium177An operator runs terraform apply and receives the exhibit error. The instance was created but Terraform reports a failure. What is the most likely cause?
Hard178A company uses Terraform with multiple workspaces (dev, staging, prod) and a remote backend in an S3 bucket with a DynamoDB lock table. The backend configuration is defined in the main.tf with partial configuration. Developers are required to provide the backend configuration via command-line flags during 'terraform init'. One developer accidentally ran 'terraform init' without the required flags on a Monday morning. The init succeeded and created a local state file in the project directory. Over the next few days, other team members made changes to the workspace and pushed updates to the remote state. The developer who ran local init then runs 'terraform plan' and sees a plan that would recreate all resources. They realize their mistake. How can this situation be prevented in the future?
Medium179Which TWO statements accurately describe key purposes of Terraform?
Easy180A new developer joins a project that uses Terraform with a remote backend in GCS (Google Cloud Storage). They clone the repository and run `terraform init` successfully. However, when they run `terraform plan`, they get an error: "Error loading state: AccessDenied: 403 my-project-terraform-state@my-project.iam.gserviceaccount.com does not have storage.objects.get access to the Google Cloud Storage bucket." What is the most likely resolution?
Easy181You are a DevOps engineer at a company that manages infrastructure for multiple environments (dev, staging, prod) using Terraform. Each environment has its own state file stored in an S3 backend with DynamoDB locking. The team recently adopted a policy of running 'terraform plan' in CI/CD pipelines to review changes before applying. However, developers have reported that sometimes the plan output shows that Terraform wants to destroy and recreate resources that were not modified in their code changes. For example, a developer added a new tag to an S3 bucket in the staging environment, but the plan also showed that an unrelated EC2 instance would be replaced. Upon investigation, you notice that the state file for staging was last modified two days ago, but the developer's branch is based on a commit from one week ago. Which action is most likely to resolve the issue and ensure that plans only reflect changes from the current configuration changes?
Hard182Which TWO actions will cause Terraform to update the state file?
Medium183During a CI/CD pipeline run, terraform apply fails halfway through due to a network error. The state file is locked. The team wants to resume from the last successful apply. What should they do?
Hard184After running 'terraform apply', the user sees that the 'aws_s3_bucket_object' is created successfully, but the bucket name is not as expected. What is the most likely reason?
Hard185A root module uses a module that creates an AWS EC2 instance. The module outputs the instance ID. The root module then uses this output in a null_resource provisioner. After modifying the module, terraform plan shows that the EC2 instance will be destroyed and recreated. What is the impact on the null_resource?
Medium186A Terraform user wants to visualize the execution order of resources before applying changes. Which command provides a dependency graph view?
Easy187You are a DevOps engineer at a company that uses Terraform to manage infrastructure in AWS. The team recently adopted Terraform Cloud for remote state management and collaboration. They have a single workspace named 'production' that manages all production resources. Currently, the state file is stored in Terraform Cloud's default backend. The team wants to implement a disaster recovery strategy where they can restore the state file if Terraform Cloud experiences an outage. They also want to ensure that state file backups are taken automatically before every apply. Which approach should they recommend?
Hard188You are a platform engineer at a large enterprise that uses Terraform Cloud with a VCS-backed workflow for all infrastructure. Your team manages a configuration that provisions AWS EC2 instances for a critical application. Recently, a junior team member accidentally committed a change that removed a required tag from the EC2 instance resource. The change passed the plan stage but was blocked by a Sentinel policy during the apply, preventing the infrastructure from being updated. The team needs to fix the configuration and apply the change. However, the repository is configured to automatically trigger runs on every push to the main branch. The team wants to avoid triggering an unwanted run while they work on the fix. What should the team do?
Hard189Match each Terraform error code to its meaning.
Medium190A company uses Terraform with multiple cloud providers and wants to integrate with their existing CI/CD pipeline. They need to enforce that all infrastructure changes go through code review and automated testing before being applied to production. Which approach best meets these requirements?
Hard191Which TWO are benefits of Terraform's immutable infrastructure approach?
Medium192Which command can be used to see the current state of a specific resource in the Terraform state?
Easy193A team is evaluating Terraform and Ansible for infrastructure provisioning. They note that Terraform describes the desired end state, while Ansible defines steps to reach that state. This difference is best described as:
Easy194A company uses Terraform to manage infrastructure in multiple AWS accounts. An engineer runs terraform plan and sees that a security group rule will be updated, but the change is not intended. The engineer wants to understand why Terraform is proposing the change without affecting other resources. Which approach should the engineer take to troubleshoot?
Medium195Which three of the following best describe the core purpose and capabilities of Terraform? (Choose three.)
Medium196Drag and drop the steps to create and apply a Terraform plan in the correct order.
Medium197A Terraform configuration uses a module from the Terraform Registry. After updating the module version in the configuration, the operator runs 'terraform plan' but does not see the changes expected from the new version. What is the most likely cause?
Hard198A team uses Terraform to manage infrastructure in AWS. They have a single workspace and store state in an S3 bucket with DynamoDB locking. After a recent apply, the state file became corrupted due to a network interruption during the state write. The team needs to recover the state and prevent future corruption. They have not enabled any backup or versioning. What should they do?
Hard199Your team is developing a custom module for creating EC2 instances with attached EBS volumes. The module variables are: instance_type (default "t2.micro"), ami (required), volume_size (default 8), volume_type (default "gp2"). Another team uses this module to create a web server. In their root module, they call the module without any explicit instance_type override, but they do set other variables. After applying, the web server is created with instance_type "t2.nano" instead of the expected "t2.micro". They confirm that the module still has the default "t2.micro". What is the most likely explanation?
Hard200An operator modifies a Terraform configuration to change the `ami` attribute of an `aws_instance` resource. When they run `terraform plan`, they see that the resource will be destroyed and recreated. They want to avoid the recreation and instead update the instance in-place. What is the best approach?
Medium201Which command initializes a Terraform working directory by downloading providers and modules?
Easy202Which TWO commands are part of the core Terraform workflow? (Choose two.)
Easy203During a deployment, a user runs `terraform apply` but the command fails because the state lock cannot be acquired. They suspect the lock was released after the previous `apply` but is still held. What command can they use to force unlock the state?
Medium204A user wants to remove a specific resource from Terraform state without destroying the actual infrastructure. Which command should they use?
Easy205A module 'web_app' defines an input variable 'instance_count' with type = number and a validation block ensuring it is between 1 and 10. What happens if a user sets instance_count = 0?
Easy206Which TWO of the following are valid methods to share data between Terraform configurations?
Medium207You are a DevOps engineer managing a multi-environment Terraform setup using workspaces. Your team has three workspaces: dev, staging, and prod. All infrastructure is defined in a single root module with environment-specific variable values stored in separate .tfvars files. Recently, a colleague accidentally ran terraform destroy in the prod workspace, which deleted critical production resources. You need to implement a safety mechanism to prevent accidental destruction of production resources in the future. The solution should not require changes to the Terraform provider or backend configuration. Which approach should you take?
Hard208The user runs `terraform init` successfully, but then `terraform plan` still fails with a different error: "Error: No configuration files found in this directory." The directory contains backend.tf and main.tf. What is the most likely cause?
Medium209Which of the following are core concepts or behaviors of Terraform's execution model and state management? (Choose four.)
Medium210A team wants to ensure that all Terraform runs are recorded for audit purposes. Which practice should they implement?
Easy211Refer to the exhibit. An engineer runs 'terraform apply' and receives the lock error. After forcing an unlock, what is the most important next step?
Hard212Which two of the following are correct statements about Terraform providers?
Easy213Refer to the exhibit. What does this output show?
Easy214A team is using Terraform to manage infrastructure across multiple environments (dev, staging, prod). They want to reuse the same root module configuration but with different variable values. Which approach is the most efficient?
Easy215Refer to the exhibit. You need to add a security group to each instance. You have a local value defined as 'security_group_map = { "subnet-1" = "sg-1", "subnet-2" = "sg-2" }'. Which expression should be used to reference the security group ID in the resource block?
Hard216Refer to the exhibit. A team is troubleshooting a Terraform deployment. What information can be inferred from this state file?
Hard217A configuration uses variables defined in a 'variables.tf' file. The operator wants to override these variables for a specific run without modifying the file. Which method should they use?
Easy218Which THREE of the following are best practices for managing Terraform state?
Hard219Refer to the exhibit. The configuration fails with an error indicating that the module does not support the 'enable_vpn_gateway' argument. What is the most likely cause?
Easy220Which version of the module was downloaded and why?
Easy221Refer to the exhibit. What will happen when you run terraform plan?
Medium222An organization uses a shared remote backend. They want to prevent concurrent apply operations that could corrupt the state. What built-in mechanism does Terraform provide?
Medium223A team uses Terraform to manage infrastructure. After running 'terraform apply', a developer notices that a new security group rule was added, but then immediately removed. What is the most likely cause?
Easy224Which TWO statements about using Terraform with remote backends are correct?
Easy225A developer has a module that outputs a list of subnet IDs. They want to use this list to create an EC2 instance in each subnet using for_each. Which for_each expression is correct?
Hard226Match each Terraform feature to its description.
Medium227Drag and drop the steps to set up remote state with Terraform Cloud in the correct order.
Medium228A user runs `terraform apply` and receives an error: 'Error acquiring the state lock'. What is the most likely cause?
Easy229An organization wants to use Terraform to manage resources across multiple accounts and regions, with different team members responsible for different environments. Which Terraform feature helps separate state and configuration for each environment?
Medium230Which TWO tasks are better suited for configuration management tools than Terraform?
Medium231Which TWO statements about Terraform state locking are correct?
Medium232After applying a module that creates a VPC, a user wants to use the VPC ID in another resource within the root configuration. How should they reference the output from the module?
Easy233An organization uses Terraform Cloud with a VCS-backed workspace connected to a GitHub repository. They want to trigger a speculative plan without creating a run (i.e., without costing compute resources or being displayed in the workspace). Which approach is appropriate?
Hard234Which three of the following are required steps in the core Terraform workflow for managing infrastructure? (Choose three.)
Medium235A team of five engineers uses Terraform with a remote backend in AWS S3 with DynamoDB state locking. One engineer runs 'terraform apply' but it hangs at 'Acquiring state lock'. What is the most likely cause?
Hard236A developer is troubleshooting a Terraform configuration that fails during `terraform plan` with the error: "Error: Invalid reference". The error points to a line that references `var.environment` in a module block. What is the most likely cause?
Hard237A team is using a remote backend for Terraform state. After merging a pull request that modifies the configuration, the pipeline runs `terraform plan` and sees an unexpected diff for a resource that was not changed in the code. The state file is up-to-date with the infrastructure. What is the most likely cause?
Hard238Match each Terraform provisioner to its typical use case.
Medium239An organization uses Terraform to provision infrastructure and then Ansible to configure it. They want to pass dynamic IP addresses from Terraform to Ansible. What is a recommended approach?
Medium240A DevOps team manages infrastructure for a large e-commerce platform using Terraform with a remote backend in an S3 bucket with DynamoDB state locking. Recently, a team member ran `terraform apply` from their local machine but the command failed with the error: 'Error acquiring the state lock: ConditionalCheckFailedException: The conditional request failed'. The state file is not locked according to the DynamoDB table. After investigation, the team finds that the DynamoDB table has a TTL attribute enabled on the 'LockID' field, and old lock records are automatically deleted after a few minutes. The team suspects that another engineer's `terraform plan` process from a CI/CD pipeline might have created a lock that was subsequently deleted by TTL before it was released, causing the conflict. Which action should the team take to prevent this issue from recurring?
Hard241A Terraform configuration includes a resource block with a 'lifecycle' block that has 'create_before_destroy = true'. During an apply, the create step succeeds but the destroy step fails. What is the resulting state?
Hard242A Terraform state file is stored in an S3 bucket with versioning enabled. During a deployment, the state file becomes corrupted due to a network error. What is the best way to recover?
Hard243An organization stores state files in an S3 backend with encryption. However, some resource attributes (e.g., database passwords) are stored in plaintext within the state. What is the recommended approach to avoid storing sensitive values in state?
Medium244You are managing a Terraform configuration that uses a public module from the registry to deploy an AWS VPC. The module is defined with a version constraint of '~> 3.0'. After running 'terraform init', you run 'terraform plan' and notice that the plan output indicates the module will be updated from version 3.18.0 to 3.20.1. However, you are concerned because the module's changelog shows that version 3.19.0 introduced a breaking change: it removed the 'enable_dns_hostnames' variable and replaced it with 'enable_dns_support'. Your configuration currently uses the 'enable_dns_hostnames' variable. You want to avoid any breaking changes in the production environment while still receiving non-breaking updates. What should you do?
Hard245A developer wants to use a module from the Terraform Registry in their configuration. Which block is required in the root module?
Easy246Which TWO statements about Terraform modules are correct?
Easy247During a terraform apply, the process crashes mid-way. The state file may be in an inconsistent state. What is the first recommended step to recover?
Medium248A team is migrating from using local state to a remote backend for collaboration. They want to ensure that team members cannot overwrite each other's changes. Which feature should they enable?
Easy249During 'terraform apply', a user receives an error: 'Error: Error creating resource: Resource already exists'. The resource does not appear in the Terraform state. What is the most likely cause?
Medium250During development, a Terraform user wants to check that their configuration is syntactically valid and internally consistent before running 'terraform plan'. Which command should they use?
Medium251Which three of the following are valid methods for reading, generating, or modifying Terraform configuration? (Choose three.)
Medium252A team is using a module from the Terraform Registry and wants to ensure they always get the latest patch version of the 3.2.x series. Which version constraint should they use?
Easy253A team of five engineers manages infrastructure using Terraform with remote state stored in an S3 bucket and state locking via a DynamoDB table. After a power outage, an engineer notices that a terraform apply command fails with the message: 'Error: Error acquiring the state lock'. The engineer suspects that a lock from a previous run has not been released. The team needs to proceed with applying changes. Which action should the engineer take to resolve the issue safely?
Medium254A developer creates a module that provisions an AWS EC2 instance and an S3 bucket. The module outputs the instance ID and bucket ARN. When using this module, the root configuration references module.my_module.instance_id and module.my_module.bucket_arn. After running terraform apply, they notice that the bucket ARN is empty. What is the most likely cause?
Hard255Which TWO statements about Terraform configuration files are correct? (Choose two.)
Easy256A DevOps engineer needs to generate multiple similar AWS EC2 instances from a single resource block. They want each instance to have a unique name tag based on an index. Which approach should they use?
Medium257A team has been manually modifying cloud resources outside of Terraform. They now find that Terraform plans show changes that don't match their expectations. What core concept of Terraform's purpose does this situation violate?
Medium258You are managing a multi-environment Terraform configuration using separate workspaces for 'dev', 'staging', and 'prod'. Each workspace uses the same root module but different variable values stored in terraform.tfvars files per workspace. Your team reports that after a recent change to the root module, running `terraform plan` in the 'dev' workspace shows that it will destroy and recreate a critical RDS database instance, even though no changes were made to the database configuration. The state file for 'dev' is stored in a remote S3 backend with DynamoDB locking. You suspect the issue is related to how Terraform generates and reads configuration. What is the most likely cause?
Medium259A company uses Terraform Cloud and wants to enforce policies that prevent creating resources with public IP addresses unless explicitly approved. What Terraform Cloud feature should they use?
Hard260An organization wants to ensure that running the same Terraform configuration multiple times produces the same result without unintended changes. Which IaC concept is most critical for this goal?
Easy261Refer to the exhibit. An engineer sees this error. Which command should they run to force-unlock?
Hard262During a `terraform apply`, the operation fails mid-way due to a network outage, leaving some resources created. The operator wants to resume applying from where it left off without destroying the already-created resources. What should they do?
Hard263A CI/CD pipeline runs 'terraform plan' and needs to automatically approve only if no resources will be destroyed. Which approach should be used?
Hard264A developer accidentally deleted a resource from the Terraform state file using 'terraform state rm'. The resource still exists in the cloud provider. How can the developer re-import the resource without affecting other resources?
Medium265An organization has a multi-cloud strategy using Terraform. They need to ensure that secrets such as API keys are not stored in plaintext in the configuration files. Which Terraform feature should they use to securely manage sensitive data?
Hard266An organization uses Terraform Cloud workspaces to manage multiple environments. They notice that after promoting a configuration change from development to production workspace, the production workspace's state file contains references to resources that were only created in development. What is the most likely cause?
Hard267You are a platform engineer at a large e-commerce company that uses Terraform Enterprise to manage thousands of infrastructure resources across multiple teams. The company has a central 'networking' workspace that provisions shared VPCs and subnets, and several application workspaces that consume these networking resources via remote state data sources. Recently, the networking team changed the CIDR block of a shared subnet from '10.0.1.0/24' to '10.0.2.0/24' and applied the change successfully. However, the application teams are now reporting that their Terraform runs are failing with errors indicating that the subnet ID they reference does not exist. The application workspaces use the following configuration to consume the subnet: ```hcl data "terraform_remote_state" "networking" { backend = "remote" config = { organization = "mycompany" workspaces = { name = "networking" } } } resource "aws_instance" "app" { subnet_id = data.terraform_remote_state.networking.outputs.subnet_id ... } ``` The application workspaces have not been modified recently. The networking workspace output 'subnet_id' now contains the ID of the updated subnet. What is the most likely cause of the failures?
Hard268A company has a Terraform configuration that creates many AWS resources. They want to check the estimated cost of the plan before applying. Which approach should they use?
Medium269A user wants to use a remote state backend for the first time. After adding the backend configuration, which command must they run to migrate the state from local to remote?
Easy270A DevOps engineer is managing a multi-cloud infrastructure using Terraform. The team relies on a module sourced from the Terraform Registry to deploy a standard web application. This module defines an input variable called 'instance_count' with a default value of 2. For the production environment, the engineer wants to deploy 3 instances. They create a root module configuration that references the module. In the root module's main.tf, they write a block that sets instance_count = 3. However, when they run terraform plan, the output indicates that the module will still use instance_count = 2. The engineer double-checks the configuration: the root module's main.tf is syntactically correct, the module source points to the correct registry module and version, and they have run terraform init and terraform validate without errors. What is the most likely reason the variable override is not taking effect?
Easy271An organization uses Terraform with a remote backend in Azure. After a network outage, a developer attempts to run `terraform apply` and receives the error: "Error: Failed to get existing workspaces: blob (key) not found". What is the most likely cause?
Hard272Which Terraform command is used to validate the syntax of configuration files without accessing any cloud provider?
Easy273Which three of the following are core characteristics of Terraform's execution plan? (Choose three.)
Medium274A Terraform configuration uses `count` to create multiple EC2 instances. After adding a new variable for instance type, the user runs `terraform plan` and sees that all instances are marked for recreation. What is the most likely cause?
Hard275A developer wants to see the list of resources currently managed by Terraform in the state file. Which command should they use?
Easy276You are a platform engineer at a fintech company. Your team manages a multi-region application on AWS using Terraform. The infrastructure includes VPCs, subnets, EC2 instances, and an Application Load Balancer (ALB). The configuration uses modules from the Terraform Registry and remote state in S3 with DynamoDB locking. Recently, after a colleague ran `terraform apply` in the us-east-1 region, the application experienced downtime because the ALB's target group was accidentally updated to point to instances in us-west-2 instead of us-east-1. The root cause was that the Terraform configuration for the ALB used a variable `target_region` which was hardcoded to us-west-2 in a `terraform.tfvars` file that was not intended for that workspace. Your team wants to prevent such misconfigurations in the future. Which course of action would most effectively reduce the risk of using incorrect variable values across workspaces?
Hard277Which Terraform command is used to check the syntax and internal consistency of configuration files?
Easy278A DevOps engineer needs to integrate Terraform with a CI/CD pipeline. What is a common practice?
Medium279Based on the exhibit, what will happen to the existing Elastic IP (aws_eip.web_eip) when this plan is applied?
Medium280Which TWO of the following are best practices when writing Terraform configuration for a team? (Select TWO.)
Medium281A team is using Terraform to manage multiple environments (dev, staging, prod) with the same configuration but different variable values. They want to avoid duplicating configuration files. Which Terraform feature is best suited for this?
Hard282A Terraform configuration uses a module from the public registry. After a provider update, the module's resources fail to create. What is the most probable cause?
Hard283What is the primary purpose of 'terraform init'?
Easy284Refer to the exhibit. After importing an AWS instance, the state file shows the resource. However, the configuration file (main.tf) does not yet contain the resource definition. What will happen when 'terraform plan' is run?
Hard285Which TWO of the following are valid ways to use Terraform outside the core workflow (i.e., in automation or CI/CD pipelines)?
Medium286A developer runs `terraform plan` and it fails with a provider plugin error. Which command should they run first to resolve the issue?
Easy287A company uses Terraform workspaces to manage environments. They have a monorepo with separate configurations for each environment. They want to introduce a new team that will manage only the staging environment. The new team will run terraform commands only on the staging workspace. They are using a single S3 backend for all workspaces. The team is concerned about accidentally applying changes to other workspaces. What is the best way to restrict the team's access?
Hard288Based on the error, what is the most likely reason the 'acl' argument is not expected?
Easy289Refer to the exhibit. A developer updates the network state and runs terraform apply. The aws_instance.web is not recreated. Which statement explains this behavior?
Hard290A team is using a remote backend in Terraform Cloud. After a failed apply, the state file is locked. The team lead wants to unlock the state immediately. What should be done?
Medium291A company is using Terraform to manage secrets in AWS Secrets Manager. They want to ensure that sensitive values are not exposed in logs, the console, or plan output. Which two practices should they implement? (Choose two.)
Hard292A developer accidentally deletes the local terraform.tfstate file. The backend is configured to store state remotely in an S3 bucket. What is the effect on Terraform operations?
Medium293Which two statements about Terraform state files are true? (Choose two.)
Easy294A startup is adopting Terraform to manage their cloud infrastructure. They want to ensure that changes to infrastructure are reviewed and approved before being applied. Which practice aligns with Infrastructure as Code principles to achieve this?
Medium295A module requires an input variable named 'vpc_id'. How should the calling configuration pass the VPC ID from another module's output?
Hard296Refer to the exhibit. A user has this backend configuration. The user then runs `terraform init` and receives an error: 'NoSuchBucket: The specified bucket does not exist'. What is the most likely cause?
Easy297After running `terraform plan`, the user receives an error: `Error: Missing required variable`. The variable 'vpc_cidr' is provided. What is the most likely cause?
Medium298A junior administrator wants to practice Terraform by deploying a single web server in AWS. They write a configuration file and run terraform init and terraform apply. The deployment succeeds but they notice the web server is not accessible from the internet. What is the most likely reason?
Easy299A team is adopting Terraform to manage infrastructure. One requirement is that all configuration changes must be reviewed and approved before being applied. The team wants to ensure that the Terraform state file reflects the actual deployed infrastructure at all times. Which practice should they implement to meet these requirements?
Medium300A user wants to inspect the current attributes of a specific resource in the Terraform state. Which command should they use?
Medium301A developer runs `terraform apply` and gets the error: 'Error: No configuration files'. What is the most likely cause?
Hard302What file extension is commonly used for Terraform configuration files?
Easy303An engineer is refactoring a monolithic Terraform configuration into reusable modules. One module outputs a list of subnet IDs. Another module needs to use these subnet IDs to create resources. What is the best way to pass this data between modules?
Medium304Refer to the exhibit. A developer runs the commands shown. The Terraform configuration defines a `random_pet` resource. The developer expects the plan to show a new resource to be created, but it says "No changes." What is the most likely reason?
Hard305A developer runs terraform plan and sees that a resource will be destroyed. They want to confirm the exact cause of the destruction before applying. What should they do?
Easy306Refer to the exhibit. A Terraform Cloud plan includes an EC2 instance of type 't2.medium'. The team uses Sentinel policies. Which action should they take to proceed?
Medium307Which three of the following are true regarding Terraform state?
Hard308A developer creates a module in a subdirectory called 'networking' relative to the root module. How should the module source be specified in the root module?
Medium309A team wants to use Terraform to manage their AWS infrastructure. They have existing resources created manually. What is the recommended approach to bring these resources under Terraform management?
Medium310Your team uses Terraform to manage a multi-region AWS deployment consisting of over 500 resources. The state file is stored in an S3 backend with DynamoDB locking. Recently, one of your colleagues accidentally deleted the state file from S3 while trying to clean up old backups. Fortunately, you have a backup from two days ago. However, after restoring the backup, you notice that several recent changes, including two new EC2 instances and a security group, are missing from the state. The actual resources still exist in AWS. You need to bring the state back in sync with the real-world infrastructure without recreating these resources. What should you do?
Hard311A team uses an S3 backend with DynamoDB for state locking. They notice that sometimes terraform plan fails because the state is locked. What is the best practice to handle this in an automated pipeline?
Medium312Match each Terraform function to its category.
Medium313Which Terraform command is used to bring existing infrastructure that was created outside of Terraform under Terraform management?
Easy314A user wants to see the current state of resources in a human-readable format without making changes. Which command should they use?
Easy315You are a DevOps engineer at a growing startup. The infrastructure currently consists of a single AWS EC2 instance running a web application, manually configured. The company plans to scale to multiple instances and environments (development, staging, production). They want to adopt Infrastructure as Code using Terraform. The team has limited experience with Terraform and wants to start small, then gradually adopt more advanced features. The current manual infrastructure must be imported into Terraform. The team also wants to ensure that code changes are reviewed via pull requests before being applied. Which of the following is the best course of action to meet these requirements?
Medium316Your organization manages a multi-cloud infrastructure using Terraform. The infrastructure includes an AWS VPC with subnets and EC2 instances, and an Azure resource group with virtual networks and VMs. The Terraform configuration is stored in a Git repository, and state is stored in an S3 bucket with DynamoDB locking. Recently, a developer updated the configuration to add a new security group rule in AWS, but after running `terraform apply`, the rule was not created. The developer verified that the configuration file contains the rule. Additionally, the developer noticed that the state file shows the security group exists but without the new rule. The developer ran `terraform plan` again, and it shows that the rule will be created. However, when applying, it fails with a 'timeout' error. The operations team suspects network connectivity issues to the S3 backend. What is the best course of action to resolve this issue?
Hard317Which of the following statements about the core Terraform workflow (Write, Plan, Apply) are correct? (Choose all that apply. There are four correct answers.)
Medium318A Terraform plan shows that an AWS EC2 instance will be destroyed and recreated. The team wants to ensure zero downtime during the update. Which lifecycle attribute should be added?
Medium319Match each Terraform cloud/enterprise feature to its purpose.
Medium320Refer to the exhibit. A developer runs terraform plan and sees the above output. What will happen when terraform apply is executed?
Easy321A company manages a large Terraform configuration with an S3 backend and DynamoDB locking. After initial setup, they modify the backend block in the main.tf to change the S3 bucket name. Running 'terraform plan' yields: 'Backend reinitialization required. Please run "terraform init".' They run 'terraform init' but it prompts to migrate state from the old bucket to the new one. The old bucket is empty (no state files) because the configuration has never been applied. The team wants to avoid unnecessary state migration. Which step should they take?
Hard322Drag and drop the steps to upgrade Terraform providers in a configuration in the correct order.
Medium323Refer to the exhibit. What is the primary purpose of the version constraint '~> 4.0'?
Medium324A team is defining their Infrastructure as Code strategy. Which two of the following are key benefits of using IaC compared to manual configuration?
Easy325Refer to the exhibit. What does the output indicate?
Easy326After modifying a Terraform configuration file, a user runs 'terraform plan' and sees 'No changes. Infrastructure is up-to-date.' What is the most likely reason?
Easy327Refer to the exhibit. A user runs `terraform plan` and receives this error. The user is using a local backend. Which of the following is the most likely cause?
Hard328A company manages multiple AWS accounts using Terraform. They have a central repository where all Terraform configurations are stored. Recently, a developer accidentally ran terraform destroy on a production workspace and deleted critical resources. The team wants to implement safeguards to prevent such incidents while still allowing developers to test changes in non-production environments. They currently use Terraform Cloud for remote state management and runs. Which course of action should the team take to minimize risk?
Easy329In Terraform, which block is used to define a default value for a variable that can be overridden at runtime?
Easy330A developer needs to retrieve the current state of an AWS EC2 instance that was created by Terraform but the configuration file is missing. Which command will output the attributes of the instance in a format suitable for generating a configuration?
Medium331Refer to the exhibit. After running terraform apply, the output shows: Apply complete! Resources: 1 added, 0 changed, 0 destroyed. Outputs: instance_id = "i-1234567890abcdef0" However, the engineer notices that the instance type is t2.micro, but the expected instance type was t2.medium. What is the most likely reason for this discrepancy?
Medium332A team wants to import an existing AWS S3 bucket named 'my-bucket' into Terraform state. The resource block is defined as 'aws_s3_bucket.my_bucket'. Which command should be used?
Easy333Which TWO actions are part of the core Terraform workflow? (Choose two.)
Medium334A team manages a multi-tier application consisting of web servers, application servers, and databases deployed across AWS and Azure. Historically, they have provisioned infrastructure manually using cloud consoles and ad-hoc scripts. To improve consistency and reduce errors, they decide to adopt Terraform for Infrastructure as Code. After initial rollout, they encounter problems: some team members still make direct changes via the cloud console to quickly fix issues, causing configuration drift between the Terraform state and actual resources. They also need to manage three distinct environments (development, staging, production) with different configurations (e.g., instance sizes, database settings). The team consists of five people with a limited budget for additional tools. Which course of action best addresses these challenges while adhering to IaC principles?
Hard335Which of the following is a primary benefit of using Infrastructure as Code?
Easy336A team is using a module from the Terraform Registry. When they run 'terraform init', they receive an error stating that the module source cannot be downloaded. The module source is correct. What is the most likely cause?
Medium337Refer to the exhibit. A developer runs `terraform apply` and the operation succeeds. Later, they manually terminate the EC2 instance through the AWS console. What will happen when the developer runs `terraform apply` again?
Easy338A developer runs `terraform init` in a directory containing Terraform configuration files. After initialization, they notice that a provider plugin was installed. Where are provider plugins stored locally by default?
Easy339Match each Terraform meta-argument to its purpose.
Medium340A team uses a remote backend (S3) with state locking via DynamoDB. One team member runs terraform apply and it fails mid-way. Another team member immediately tries to run terraform plan. What is likely to happen?
Medium341A DevOps team is integrating Terraform into a CI/CD pipeline using Jenkins. They want to ensure that the pipeline fails if the Terraform plan contains destructive changes. Which approach best achieves this?
Easy342An organization uses Terraform Cloud for team collaboration. They have a workspace that manages production infrastructure. Due to a security policy, they must ensure that all changes go through a peer review process before they are applied. How can they enforce this requirement?
Medium343Refer to the exhibit. A user applies this configuration and then runs 'terraform state list'. Which resource addresses would appear in the output?
Medium344An organization uses Terraform modules to provision multiple environments. They have a module 'vpc' that uses a for_each argument in the root module to create VPCs per environment. Each VPC requires a unique CIDR block passed via variable. What is the best practice to pass different CIDRs per instance?
Hard345A company uses Terraform with remote state stored in an S3 bucket. An operator accidentally runs 'terraform destroy' on a production workspace and wants to recover the state before the operation. What is the best course of action?
Medium346Refer to the exhibit. A developer runs `terraform plan -out=tfplan` and then `terraform apply "tfplan"`. During apply, network fails and apply is interrupted. The developer then runs `terraform apply` again (without a plan file). What will happen?
Medium347A junior DevOps engineer is asked to explain the primary purpose of Terraform. Which statement best describes Terraform's purpose?
Easy348Which THREE of the following are best practices for Terraform state management in a team environment?
Medium349A user runs 'terraform plan' and it shows 'No changes. Infrastructure is up-to-date.' However, the user knows they added a new resource block to the configuration. What could explain this?
Medium350Which TWO of the following are best practices when using Terraform in a CI/CD pipeline? (Choose two.)
Medium351A developer runs `terraform apply` and receives the error: 'Error acquiring the state lock'. Another engineer is currently running `terraform plan`. What should the developer do?
Medium352Which TWO statements accurately describe the purpose of Terraform? (Choose two.)
Easy353Which TWO statements about Terraform provisioners are correct?
Medium354A company wants to use Terraform to manage resources across AWS and Azure. They need a single workflow that can apply changes to both providers. What is the best practice?
Medium355A module outputs a map of security group IDs keyed by name. In the root module, a resource needs to reference the security group ID for the name 'web-sg'. How should the root configuration access this value?
Medium356Which TWO of the following are benefits of using Terraform Cloud Run Tasks?
Medium357Which four of the following statements about interacting with Terraform modules are correct? (Choose four.)
Medium358Which THREE of the following are valid methods to manage Terraform state in a team environment? (Choose three.)
Easy359Refer to the exhibit. What is the purpose of the data source?
Hard360A new user is learning Terraform. They write a configuration file and run terraform apply expecting to provision resources. However, they forgot to run terraform init first. What will happen?
Easy361A team is using Terraform workspaces to manage multiple environments with a single configuration. They store state in an S3 backend. Which statement about Terraform workspaces is true?
Medium362Which of the following is NOT a valid backend type for storing Terraform state?
Easy363Which of the following are valid ways to pass input variables to a Terraform configuration? (Select all that apply.)
Hard364An organization uses a remote backend (S3) with DynamoDB for state locking. A developer runs `terraform plan` and gets the error: "Error acquiring the state lock: ConditionalCheckFailedException". What is the most likely cause?
Medium365Given the following Terraform configuration: resource "aws_instance" "example" { ami = "ami-0c55b159cbfafe1f0" instance_type = "t2.micro" } If you change the instance_type to "t2.small" and run terraform apply, what will happen?
Hard366A developer wants to use the output of one Terraform configuration as input to another. Which Terraform feature should they use?
Easy367In Terraform, the `terraform plan` command compares the current state with the configuration. This is an example of which IaC principle?
Hard368In the configuration, what is the likely result of the resource block 'aws_flow_log'?
Hard369A DevOps engineer manages infrastructure with Terraform using an S3 backend with DynamoDB locking. During a `terraform apply`, the engineer's network connection drops. After reconnecting, they run `terraform plan` and get an error: "Error acquiring the state lock." The lock is from the previous session. The engineer has verified that no other operations are running. What is the appropriate next step to proceed?
Medium370Which Terraform feature helps manage dependencies between resources?
Hard371A Terraform configuration uses a module from the Terraform Registry. The module's documentation states it requires Terraform version >= 0.14. The team is using Terraform 0.12. What should the developer do to use this module?
Medium372A company uses Terraform Cloud with a remote state backend and runs infrastructure as code through a CI/CD pipeline (GitHub Actions). The pipeline executes 'terraform plan' and 'terraform apply' using a service account with appropriate permissions. Recently, the team introduced a Sentinel policy to enforce that all AWS resources have mandatory tags (Environment, Owner, Project). The policy passes when runs are triggered manually from the Terraform Cloud UI, but fails consistently when the CI/CD pipeline runs the plan. The infrastructure configuration files are identical in both cases. The team verifies that the service account used by CI/CD has the same workspace permissions as the UI user. What is the most likely cause of the failure?
Hard373A team uses an S3 backend with DynamoDB locking. They accidentally delete the DynamoDB table used for state locking. What is the immediate consequence?
Medium374A module requires a specific provider configuration with aliases. The root module has two provider configurations: provider 'aws' (default) and provider 'aws' with alias = 'uswest'. The module uses the us-west alias. How should the module block be configured to ensure the correct provider is used?
Hard375A company wants to manage its infrastructure as code using Terraform. The team has a mix of on-premises servers and cloud resources in AWS and Azure. Which of the following best describes Terraform's purpose in this scenario?
Medium376A junior DevOps engineer is learning about Infrastructure as Code (IaC) and asks why Terraform is preferred over manual configuration in cloud consoles. Which of the following is the primary benefit of using Terraform for infrastructure management?
Easy377Based on the exhibit, what can be inferred about the Terraform state and configuration?
Medium378Which TWO scenarios could cause 'terraform plan' to show 'No changes' even though the configuration file was recently modified? (Choose two.)
Medium379Which three practices help maintain consistency and reduce configuration drift in IaC? (Choose three.)
Medium380A developer runs terraform apply to create an AWS EC2 instance using an AMI sourced from the aws_ami data source with most_recent = true. Immediately after apply completes, the developer runs terraform plan again. The plan shows that Terraform intends to replace the EC2 instance. What is the most likely cause?
Easy381A team uses an S3 backend for state storage with DynamoDB locking. They want to migrate to a new S3 bucket. Which two steps are necessary to perform a successful state migration? (Choose two.)
Hard382A team is using Terraform to manage infrastructure across multiple environments (dev, test, prod). They want to reuse the same configuration but vary resource configurations like instance size and number of instances. Which Terraform feature should they use?
Medium383A team has two resources: an AWS security group and an EC2 instance that uses it. Terraform does not automatically detect the dependency. Which argument should be added to the instance resource?
Medium384Which TWO of the following are valid ways to reference a resource attribute in Terraform?
Hard385A developer has a Terraform configuration that includes an output block. They run `terraform apply` and then want to quickly retrieve the output value without re-running the entire apply. Which command should they use?
Easy386A team uses Terraform Cloud with a VCS-backed workflow. They notice that a recent commit triggered a run that failed because of an invalid configuration. The team fixed the configuration and wants to re-run the plan without committing again. Which action should they take?
Hard387Drag and drop the steps to manage Terraform state locking with a backend in the correct order.
Medium388A team uses Terraform with multiple workspaces and wants to automatically trigger a plan when a pull request is opened in their Git repository. They use Terraform Cloud. Which feature enables this?
Hard389A company uses Terraform to manage infrastructure across multiple AWS accounts. They want to use a single S3 bucket to store state files for all accounts, but ensure that state files are isolated per account. What is the best approach?
Medium390Refer to the exhibit. An engineer runs terraform plan and sees this output. Which statement about the planned change is true?
Medium391Refer to the exhibit. A developer runs terraform plan and sees "No changes". However, the developer knows that manual changes were made to the infrastructure outside Terraform. What is the most likely reason terraform plan does not detect the drift?
Hard392Refer to the exhibit. A user runs terraform init and receives an error about state data content. The state file in S3 has not been manually modified. What is the most likely cause?
Hard393After running terraform apply, you see the error: 'Error: Error loading state: state snapshot was created by Terraform v0.12.0, but this is Terraform v1.2.0'. What should you do to resolve this?
Hard394Refer to the exhibit. A Terraform plan fails with the error shown. What is the most likely cause?
Easy395Drag and drop the steps to use Terraform workspaces for environment separation in the correct order.
Medium396A team is using Terraform with multiple environments (dev, staging, prod) and wants to use separate state files. They are considering workspaces. A senior engineer suggests using separate directory structures instead of workspaces for prod. What is the strongest reason for this recommendation?
Hard397When running terraform plan, the output indicates that a resource will be replaced (destroy then create) due to a change in the 'name' attribute. However, the engineer only changed a tag. What is the most likely cause?
Hard398A company wants to integrate Terraform with their CI/CD pipeline to automatically deploy infrastructure. Which Terraform feature should they use to ensure state files are stored securely and accessible by the pipeline?
Easy399In a CI/CD pipeline, Terraform state is stored in Terraform Cloud. A pipeline run fails with the error: 'State version conflict'. What is the most likely cause?
Hard400A company uses Terraform to manage infrastructure on AWS. They have a configuration that creates an S3 bucket and a DynamoDB table for state locking. The team notices that sometimes when two members run terraform apply simultaneously, they get a state locking error. However, they want to allow concurrent operations on different workspaces. What is the best approach?
Hard401A DevOps engineer runs terraform plan and sees that a resource will be destroyed and recreated, but they expected an in-place update. The resource is an AWS EC2 instance with a specific AMI. Which attribute change is most likely causing the destruction?
Hard402A team is using a module from the Terraform Registry. They want to ensure that changes to the module's source version are tested in a non-production environment before being applied to production. Which approach best supports this workflow?
Medium403Drag and drop the steps to use Terraform modules from the registry in the correct order.
Medium404Which four of the following are valid techniques for reading, generating, or modifying Terraform configuration? (Choose all that apply. There are four correct answers.)
Medium405Refer to the exhibit. A team member receives this error when running terraform apply. What is the most likely cause?
Hard406A team wants to use a networking module from the public Terraform Registry. They need to ensure they always get the latest patch version within the 1.2.x series. Which version constraint should they use in the module block?
Easy407You are a platform engineer at a growing startup. The company currently manages infrastructure manually by SSH-ing into servers to install packages and update configurations. As the team grows, this approach has led to frequent configuration drift, inconsistent environments, and manual errors. Deploying a new environment takes several days and requires detailed runbooks. The CTO has asked you to propose a solution that improves consistency, reduces deployment time, and enables version control of infrastructure. You are evaluating Infrastructure as Code (IaC) tools like Terraform. Which course of action best addresses the CTO's requirements?
Easy408After running `terraform plan`, a developer sees the following line in the output: `Plan: 1 to add, 0 to change, 0 to destroy.` What does this indicate?
Easy409A user receives the error shown in the exhibit when running `terraform init`. The user is behind a corporate proxy. Which environment variable should be set to resolve this issue?
Hard410Refer to the exhibit. What does this output indicate?
Medium411An organization uses Terraform Cloud to manage infrastructure across multiple teams. They need to enforce that all workspaces use a specific version of Terraform and that no workspace can be deleted accidentally. Which approach meets these requirements without using Sentinel or Terraform Enterprise?
Hard412Which THREE files are considered part of the standard module structure?
Hard413Which TWO statements about Terraform's handling of input variables are true?
Medium414A large enterprise uses Terraform Cloud with remote execution mode to manage infrastructure across multiple AWS accounts. Each environment (dev, staging, prod) has a separate workspace. The security team requires that all changes to production must be approved by a senior engineer before applying. Additionally, developers should be able to plan changes in production to preview the impact, but not apply them. The current setup uses the same Terraform Cloud team membership for all workspaces. When a developer runs a plan in production, the plan succeeds but they are unable to apply. However, the security team notices that the developer can accidentally apply if they quickly approve their own plan via the UI because the workspace is configured with 'Auto Apply' enabled. The security team wants to enforce the approval process without removing the developer's ability to plan. Which combination of changes should be made? (Select only one option.)
Hard415Which TWO are benefits of using Terraform modules?
Easy416A DevOps team is using Terraform Cloud to manage infrastructure. They want to integrate Terraform into their CI/CD pipeline by triggering runs programmatically. Which approach should they use to invoke a Terraform run from an external system?
Easy417A team uses Terraform with a remote backend that stores state in Azure Storage. A developer runs terraform apply and receives an error: 'Error refreshing state: state data in Azure Blob does not have expected content.' What is the most likely cause?
Hard418A developer runs terraform plan and sees a large number of resources will be destroyed. They suspect the state file is corrupted. They have a recent backup of the state file. Which command can help recover the previous state from the backup?
Hard419An organization uses Terraform with remote state stored in S3 and DynamoDB for state locking. During a plan, they receive the error: 'Error acquiring the state lock: ConditionalCheckFailedException: The conditional request failed'. What is the most likely cause?
Hard420A company uses Terraform to manage infrastructure across dev, staging, and production environments. They use Terraform workspaces to separate state files. The backend is configured with an S3 bucket for state storage and a DynamoDB table for state locking. Recently, the team has grown from 2 to 10 developers, and they frequently encounter the error: 'Error acquiring the state lock' when running terraform apply in quick succession. The error message includes: 'Lock Info: ID: ... Operation: Apply. Who: user@company.com. Version: 1.0.0. Created: ...' The error occurs intermittently, especially during peak deployment times. The DynamoDB table is configured with 5 read and 5 write capacity units. The team's current workflow involves multiple developers running apply on different workspaces simultaneously. Which course of action should the team take to minimize state locking errors?
Hard421A team uses remote state stored in an S3 bucket with DynamoDB locking. A developer wants to read the current state outputs locally without making changes. Which command should they use?
Medium422A team uses the backend configuration above. What is the primary benefit of storing state remotely in S3?
Easy423You are a DevOps engineer at a company that manages infrastructure for multiple environments (dev, staging, prod) using Terraform. The team has created a reusable module for deploying an AWS ECS Fargate service. The module accepts variables for environment name, container image tag, and desired count. The module is stored in a private Git repository. The root configurations for each environment are stored in separate directories, each with its own backend configuration. Recently, a developer added a new feature to the module that requires a new variable 'enable_xray' (boolean, default false). After updating the module source to point to the new commit, the developer runs 'terraform init' and 'terraform plan' in the dev environment. The plan shows that the ECS service will be updated, but the output does not show any changes related to X-Ray. The developer expected that setting 'enable_xray = true' in the dev root module would enable X-Ray tracing. However, the plan shows no changes to the task definition. What is the most likely cause?
Hard424Which TWO of the following are valid methods for importing existing infrastructure into Terraform management? (Choose two.)
Easy425A team uses a remote state backend with partial configuration. They have a `backend` block with only the `bucket` attribute, and the rest of the backend configuration is provided via CLI during `terraform init`. Which of the following best describes the purpose of partial configuration?
Medium426A company manages multiple microservices across AWS accounts. Each service has its own Terraform configuration and state file stored in a shared S3 bucket. The team uses `terraform_remote_state` data sources to read outputs from other services' state files. A service team recently changed the output structure in their state, breaking the `terraform_remote_state` calls from other services. The affected services now show errors during plan. What is the best practice to avoid such cross-service dependency issues?
Hard427A team uses Terraform to manage multiple environments (dev, staging, prod) with a shared networking module. The module defines a variable 'cidr_block' with no default. In the root module, they have a file dev.tfvars containing 'cidr_block = "10.0.0.0/16"'. When running 'terraform plan' while in the dev workspace, they receive: 'Error: No value for required variable cidr_block'. They have already run 'terraform init' and confirmed the workspace is 'dev'. What is the most likely cause and correct action?
Medium428A developer wants to use Terraform in a CI pipeline where the pipeline runs on pull requests. They need to preview infrastructure changes without applying them. Which command should be used?
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