{"id":26708,"date":"2026-06-23T02:33:31","date_gmt":"2026-06-23T02:33:31","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=26708"},"modified":"2026-06-23T02:33:33","modified_gmt":"2026-06-23T02:33:33","slug":"datadog-interview-questions-and-answer","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/datadog-interview-questions-and-answer\/","title":{"rendered":"Datadog Interview Questions and Answer"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. What is Datadog primarily used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Source code version control<br>B. Infrastructure, application, log, and security observability<br>C. Database schema migration only<br>D. Static website hosting<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. What is the Datadog Agent?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A CI\/CD pipeline engine<br>B. A lightweight software component that collects telemetry from hosts, containers, and applications<br>C. A replacement for Kubernetes kubelet<br>D. A cloud DNS resolver<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. Which data types can Datadog commonly collect?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Metrics only<br>B. Logs only<br>C. Metrics, logs, traces, events, processes, and security signals<br>D. Source code commits only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: C<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. Which of the following is the best example of Datadog Unified Service Tagging?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. <code>host<\/code>, <code>region<\/code>, <code>ip_address<\/code><br>B. <code>env<\/code>, <code>service<\/code>, <code>version<\/code><br>C. <code>cpu<\/code>, <code>memory<\/code>, <code>disk<\/code><br>D. <code>user<\/code>, <code>password<\/code>, <code>token<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. Why is Unified Service Tagging important?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. It encrypts logs automatically<br>B. It helps correlate metrics, traces, logs, deployments, and services<br>C. It replaces Kubernetes labels<br>D. It disables high-cardinality metrics<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. Which metric type represents a value at a specific point in time, such as CPU usage or memory usage?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Count<br>B. Gauge<br>C. Rate<br>D. Service check<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. Which Datadog metric type is commonly used for values that increase over time, such as number of requests?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Count<br>B. Gauge<br>C. Metadata<br>D. Hostmap<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">8. Which Datadog metric type is best suited for globally accurate percentiles across distributed systems?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Gauge<br>B. Distribution<br>C. Event<br>D. Service check<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">9. What is DogStatsD used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Sending custom metrics, events, and service checks to the Datadog Agent<br>B. Replacing Kubernetes DNS<br>C. Building Docker images<br>D. Managing Datadog users<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">10. What is a high-cardinality tag?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A tag with very few possible values<br>B. A tag with many unique values, such as user ID, request ID, or session ID<br>C. A tag that is encrypted<br>D. A tag used only for dashboards<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">11. Why should high-cardinality tags be used carefully?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. They can increase metric volume, cost, and query complexity<br>B. They automatically delete dashboards<br>C. They prevent log ingestion<br>D. They disable APM traces<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">12. Which Datadog feature is used to create alerts?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Monitors<br>B. Archives<br>C. Hosts<br>D. Organizations<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">13. Which monitor type compares a metric value against a threshold?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Composite monitor<br>B. Metric monitor<br>C. CI monitor<br>D. Notebook monitor<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">14. What does a Composite Monitor do?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Combines multiple existing monitors using Boolean logic<br>B. Converts logs into metrics<br>C. Deletes old monitors<br>D. Runs browser tests<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">15. Which monitor type is best for detecting unusual behavior based on historical patterns?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Metric monitor<br>B. Anomaly monitor<br>C. Service check monitor<br>D. Host monitor<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">16. Which monitor type alerts when a metric is projected to cross a threshold in the future?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Forecast monitor<br>B. Composite monitor<br>C. Process monitor<br>D. Event monitor<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">17. Which monitor type is useful when one host, availability zone, pod, or partition behaves differently from peers?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Outlier monitor<br>B. Log archive<br>C. Browser test<br>D. Notebook<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">18. In Datadog, what is a \u201cNo Data\u201d alert useful for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Detecting when expected telemetry stops arriving<br>B. Compressing old logs<br>C. Creating custom roles<br>D. Running Terraform plans<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">19. What is the key idea behind Datadog \u201cLogging without Limits\u201d?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. All logs must be permanently indexed<br>B. Log ingestion is decoupled from indexing<br>C. Logs cannot be archived<br>D. Logs are available only through APM<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">20. What is the difference between ingested logs and indexed logs?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Ingested logs are collected; indexed logs are available for search, analytics, monitors, and retention based on index settings<br>B. Indexed logs are never searchable<br>C. Ingested logs are always deleted immediately<br>D. There is no difference<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">21. What is the purpose of a Datadog log pipeline?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To parse, enrich, transform, and route logs through processors<br>B. To create Kubernetes pods<br>C. To store Terraform state<br>D. To compile application code<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">22. What is a log processor in Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A step inside a log pipeline that modifies, parses, enriches, or remaps log data<br>B. A type of Kubernetes node<br>C. A replacement for API keys<br>D. A monitor notification channel<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">23. What is a Datadog log facet?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A searchable attribute used for filtering, grouping, and analytics<br>B. A billing invoice<br>C. A Kubernetes namespace<br>D. A browser test step<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">24. Why would a team create multiple log indexes?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To support different retention periods, quotas, or access patterns<br>B. To disable log search<br>C. To avoid using tags<br>D. To replace APM<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">25. What is a log archive commonly used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Long-term storage and compliance retention of logs outside active indexing<br>B. Increasing pod replicas<br>C. Running browser tests<br>D. Creating service maps<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">26. What is a trace in APM?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A set of spans representing the path of a request through one or more services<br>B. A single CPU metric<br>C. A Kubernetes deployment<br>D. A dashboard widget<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">27. What is a span?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A single operation or unit of work inside a distributed trace<br>B. A billing period<br>C. A browser replay file<br>D. A Datadog organization<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">28. What does the Datadog APM Service Catalog help with?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Discovering and understanding services, ownership, health, dependencies, and metadata<br>B. Creating DNS records<br>C. Managing Git branches<br>D. Compressing logs<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">29. Which Datadog APM metric namespace commonly contains trace-generated metrics?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. <code>system.*<\/code><br>B. <code>trace.*<\/code><br>C. <code>kubernetes.*<\/code> only<br>D. <code>terraform.*<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">30. Which of the following are common APM trace metrics?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Hits, errors, latency, and Apdex<br>B. Git commits and pull requests<br>C. DNS zones and records<br>D. User passwords and secrets<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">31. What do APM ingestion controls affect?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Which traces are sent or retained for trace exploration<br>B. Whether Kubernetes exists<br>C. Whether dashboards can be created<br>D. Whether API keys are valid<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">32. According to Datadog APM behavior, what is true about APM metrics and ingestion controls?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. APM metrics are always calculated from all traces and are not impacted by ingestion controls<br>B. APM metrics disappear when trace sampling is enabled<br>C. APM metrics require browser testing<br>D. APM metrics only work for Java<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">33. What is Datadog Continuous Profiler used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Identifying code-level performance issues such as CPU, memory, lock, or wall-time bottlenecks<br>B. Creating DNS records<br>C. Replacing the Datadog Agent<br>D. Managing cloud IAM policies<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">34. What is the default visualization commonly associated with Continuous Profiler?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Flame graph<br>B. Kanban board<br>C. DNS tree<br>D. Calendar view<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">35. What is Real User Monitoring, or RUM, used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Monitoring actual user experience in web and mobile applications<br>B. Monitoring only database backups<br>C. Replacing synthetic tests completely<br>D. Encrypting container images<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">36. Which event types are commonly part of a RUM session?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Views, actions, resources, errors, long tasks, and session data<br>B. Kubernetes secrets only<br>C. Terraform variables only<br>D. Cloud DNS queries only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">37. In Datadog RUM, what happens after 15 minutes of user inactivity?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. The session expires and a new session starts after future interaction<br>B. The user is deleted<br>C. The application restarts<br>D. Logs are archived automatically<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">38. What is Synthetic Monitoring used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Proactively testing APIs, browser journeys, mobile flows, and network endpoints<br>B. Manually reading server logs only<br>C. Replacing production monitoring<br>D. Managing GitHub repositories<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">39. What is the difference between an API test and a browser test in Datadog Synthetics?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. API tests validate endpoints\/protocol behavior; browser tests simulate user journeys in a browser<br>B. API tests are only for Kubernetes; browser tests are only for databases<br>C. Browser tests cannot run on a schedule<br>D. API tests require a real user to click buttons<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">40. What are Datadog Synthetic Private Locations used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Running synthetic tests from inside private networks or custom locations<br>B. Storing dashboards privately<br>C. Creating private Git repositories<br>D. Encrypting Datadog monitors<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">41. What is a Multistep API test useful for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Testing a sequence of dependent API calls, such as login then API validation<br>B. Replacing log pipelines<br>C. Creating custom metrics<br>D. Installing Kubernetes<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">42. For Datadog gRPC Synthetic tests, when can you avoid providing a <code>.proto<\/code> file?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. When using standard gRPC health checks<br>B. When testing any custom RPC method<br>C. When testing browser flows<br>D. When testing SSL certificates only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">43. What is the recommended installation method for Datadog Agent on Kubernetes in current Datadog guidance?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Datadog Operator<br>B. Manual SSH installation only<br>C. Installing the Agent inside every application container manually<br>D. Replacing kubelet with Datadog Agent<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">44. What is the Datadog Cluster Agent used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Centralized cluster-level collection and coordination for Kubernetes monitoring<br>B. Replacing the Kubernetes API server<br>C. Creating Dockerfiles<br>D. Managing Git tags<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">45. What is the recommended Kubernetes log collection approach in Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Collect container log files from Kubernetes nodes<br>B. Only query logs from the Docker socket forever<br>C. Manually copy pod logs every hour<br>D. Disable log collection in Kubernetes<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">46. What can Kubernetes label and annotation tag extraction help with in Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Consistent tagging across Agent, Cluster Agent, KSM, and Orchestrator Explorer data<br>B. Replacing Kubernetes RBAC<br>C. Creating Datadog API keys automatically<br>D. Disabling APM<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">47. What does Datadog OpenTelemetry support primarily enable?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Sending standardized telemetry such as metrics, traces, and logs to Datadog<br>B. Replacing all Datadog products with Terraform<br>C. Running Kubernetes without nodes<br>D. Creating DNS zones<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">48. What is a limitation to remember when using OpenTelemetry SDKs with Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Some Datadog proprietary products may not support data instrumented only with OpenTelemetry SDKs<br>B. OpenTelemetry can only send screenshots<br>C. OpenTelemetry works only with browser tests<br>D. OpenTelemetry disables logs<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">49. What is Datadog Observability Pipelines mainly used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Collecting, transforming, routing, and managing telemetry pipelines before data reaches destinations<br>B. Creating user passwords<br>C. Replacing Kubernetes namespaces<br>D. Running SQL migrations<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">50. What is Datadog Watchdog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Datadog\u2019s AI engine for automated alerts, insights, anomaly detection, and root-cause assistance<br>B. A Kubernetes storage driver<br>C. A Terraform state backend<br>D. A browser extension<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">51. What is the main purpose of the Datadog Terraform provider?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To install Kubernetes<br>B. To manage Datadog resources such as monitors, dashboards, integrations, and log configurations as code<br>C. To replace the Datadog Agent<br>D. To create Docker containers<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: B<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">52. Which Datadog resource is commonly managed using Terraform?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. <code>datadog_monitor<\/code><br>B. <code>aws_vpc_only<\/code><br>C. <code>kubernetes_pod_runtime<\/code><br>D. <code>docker_image_build<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">53. Why is Terraform useful for managing Datadog monitors?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. It allows monitors to be version-controlled, reviewed, reused, and deployed consistently<br>B. It removes the need for metrics<br>C. It disables alerts automatically<br>D. It prevents dashboards from being created<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">54. Which credentials are usually required to configure the Datadog Terraform provider?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Datadog API key and application key<br>B. Kubernetes kubelet token only<br>C. GitHub password only<br>D. AWS root password<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">55. What is the purpose of the Datadog API?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To programmatically interact with Datadog resources and data<br>B. To replace application source code<br>C. To run Linux package updates<br>D. To manage DNS records only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">56. What is the difference between a Datadog API key and an application key?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. API keys authenticate data intake; application keys are commonly used with API requests that act on behalf of a user or app<br>B. API keys are only for dashboards; application keys are only for logs<br>C. API keys are public; application keys are never used<br>D. There is no difference<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">57. What is a good practice for Datadog API and application keys?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Store them in source code<br>B. Share the same key across all teams forever<br>C. Store them securely in a secret manager and rotate them periodically<br>D. Print them in CI logs<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: C<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">58. What is a Datadog SLO?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A measurable reliability target for a service<br>B. A Kubernetes namespace<br>C. A log parser<br>D. A browser recording<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">59. What is an SLI?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A quantitative measurement used to evaluate service reliability<br>B. A billing account<br>C. A Datadog user role<br>D. A synthetic private location<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">60. Which of the following is the best example of an SLI?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Percentage of successful HTTP requests over 30 days<br>B. Number of developers in a team<br>C. Name of the cloud provider<br>D. Number of Git branches<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">61. What does an error budget represent?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. The acceptable amount of unreliability before violating an SLO<br>B. Total monthly Datadog invoice<br>C. Number of Kubernetes pods<br>D. Amount of disk space on a node<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">62. Which SLO target is stricter?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. 90%<br>B. 95%<br>C. 99.9%<br>D. 80%<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: C<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">63. What is a common use of SLO burn-rate alerts?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To alert when a service is consuming its error budget too quickly<br>B. To restart Kubernetes nodes<br>C. To archive logs<br>D. To create users<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">64. Which Datadog feature helps manage and coordinate outages or major service disruptions?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Incident Management<br>B. DogStatsD<br>C. Log facet<br>D. Host map only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">65. What is the purpose of Datadog On-Call?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To route and escalate alerts to the right responders<br>B. To build container images<br>C. To compress logs<br>D. To create DNS records<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">66. What is a Datadog Status Page used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Communicating service availability and incident updates to users or stakeholders<br>B. Creating API keys<br>C. Running synthetic tests<br>D. Installing the Agent<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">67. What is the purpose of Datadog Workflow Automation?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Automating operational workflows across tools and systems<br>B. Replacing all monitors<br>C. Preventing log ingestion<br>D. Creating Kubernetes clusters<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">68. What is CI Visibility used for in Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Monitoring CI pipeline health, performance, failures, and trends<br>B. Monitoring only physical servers<br>C. Replacing Git repositories<br>D. Running SQL queries only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">69. Which teams benefit most from CI Visibility?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Developers, DevOps engineers, SREs, and build\/release teams<br>B. Only finance teams<br>C. Only HR teams<br>D. Only DNS administrators<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">70. What can Datadog Test Optimization help identify?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Flaky, slow, or failing tests<br>B. Expired SSL certificates only<br>C. Cloud DNS zones<br>D. User passwords<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">71. What are DORA Metrics commonly used to measure?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Software delivery performance<br>B. CPU temperature only<br>C. DNS query count<br>D. Database table size only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">72. Which of the following is a DORA metric?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Deployment frequency<br>B. Number of browser tabs<br>C. Number of dashboards<br>D. Number of cloud regions only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">73. What is Datadog Database Monitoring, or DBM, used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Monitoring database performance, query behavior, wait events, and database health<br>B. Replacing databases<br>C. Creating Kubernetes namespaces<br>D. Managing GitHub pull requests<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">74. Which problem can Datadog DBM help troubleshoot?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Slow queries and database bottlenecks<br>B. Missing DNS MX records only<br>C. Browser CSS issues only<br>D. Expired Git branches<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">75. What is Datadog Network Performance Monitoring useful for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Understanding network traffic, dependencies, latency, and communication between services<br>B. Replacing firewalls<br>C. Creating code repositories<br>D. Managing user passwords<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">76. What is Datadog Cloud Cost Management used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Understanding and optimizing cloud spend with observability context<br>B. Creating SSL certificates<br>C. Replacing cloud providers<br>D. Running browser tests only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">77. Why is tagging important for Cloud Cost Management?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Tags help attribute cost to services, teams, environments, and business units<br>B. Tags delete unused resources automatically<br>C. Tags replace IAM permissions<br>D. Tags disable billing<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">78. What is Datadog Cloud SIEM?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A security information and event management system for detecting, investigating, and responding to threats<br>B. A DNS service<br>C. A source code editor<br>D. A container registry<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">79. What is a Datadog security signal?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A generated security finding that indicates suspicious or risky activity<br>B. A CPU graph<br>C. A synthetic browser recording<br>D. A Terraform state file<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">80. What is Datadog Cloud Security mainly used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Auditing cloud configurations, detecting risks, and improving cloud security posture<br>B. Building container images<br>C. Replacing IAM entirely<br>D. Running database migrations<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">81. What is Datadog App and API Protection used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Detecting and helping protect against attacks targeting applications and APIs<br>B. Replacing application code<br>C. Compressing dashboards<br>D. Creating Kubernetes secrets<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">82. What is Datadog Workload Protection used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Detecting suspicious file, process, and network activity on workloads<br>B. Replacing APM<br>C. Creating Datadog dashboards only<br>D. Running synthetic browser tests<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">83. What is the purpose of Sensitive Data Scanner?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Detecting and redacting sensitive data such as PII, API keys, or credit card numbers in telemetry<br>B. Increasing log volume<br>C. Creating new Kubernetes nodes<br>D. Replacing application authentication<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">84. Why should sensitive data scanning be configured carefully?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To reduce the risk of exposing secrets or personal data in logs, traces, or events<br>B. To make monitors slower<br>C. To increase high-cardinality metrics<br>D. To delete all dashboards<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">85. What is Observability Pipelines useful for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Controlling, transforming, filtering, routing, and reducing telemetry before it reaches destinations<br>B. Creating Git branches<br>C. Running SQL migrations<br>D. Replacing Datadog monitors<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">86. What is one common use case for Observability Pipelines?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Reducing noisy logs before ingestion<br>B. Creating users in Kubernetes<br>C. Building frontend assets<br>D. Running DNS failover<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">87. What is OpenTelemetry?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. An open standard and set of tools for collecting telemetry such as traces, metrics, and logs<br>B. A Datadog-only billing feature<br>C. A Kubernetes storage plugin<br>D. A browser plugin<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">88. Why might an organization use OpenTelemetry with Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. To instrument applications with open standards while sending telemetry to Datadog<br>B. To avoid monitoring applications<br>C. To replace all Datadog features<br>D. To disable tracing<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">89. What is one important consideration when using OpenTelemetry with Datadog?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Some Datadog-native features may require Datadog-specific libraries, configuration, or metadata<br>B. OpenTelemetry only supports screenshots<br>C. OpenTelemetry cannot send traces<br>D. OpenTelemetry is only for DNS<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">90. What is Datadog LLM Observability used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Tracing, monitoring, evaluating, and securing LLM-powered applications<br>B. Replacing Kubernetes<br>C. Creating cloud networks<br>D. Managing DNS records<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">91. Which telemetry is especially relevant for LLM Observability?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Prompts, responses, latency, token usage, errors, model metadata, and evaluation results<br>B. CPU temperature only<br>C. DNS records only<br>D. Git branch names only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">92. What is Datadog Error Tracking used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Grouping, prioritizing, and investigating application errors across backend, web, and mobile applications<br>B. Replacing log management<br>C. Creating cloud VPCs<br>D. Managing Kubernetes RBAC<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">93. What is the advantage of correlating Error Tracking with logs and traces?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. It helps engineers understand the context and root cause of errors faster<br>B. It deletes old logs automatically<br>C. It disables alerting<br>D. It prevents deployments<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">94. What is Datadog Universal Service Monitoring?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. A way to discover and monitor services without requiring application code changes<br>B. A replacement for all APM tracing<br>C. A DNS load balancer<br>D. A source code scanner only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">95. What is Datadog Data Streams Monitoring useful for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Tracking latency, throughput, errors, and health of streaming data pipelines<br>B. Creating GitHub pull requests<br>C. Managing user passwords<br>D. Replacing Terraform<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">96. What is the Service Catalog used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Centralizing service ownership, metadata, health, dependencies, and operational information<br>B. Storing only raw logs<br>C. Creating SSL certificates<br>D. Replacing Kubernetes services<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">97. What is a Datadog dashboard best used for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Visualizing metrics, logs, traces, SLOs, and other telemetry in one place<br>B. Storing application secrets<br>C. Running application code<br>D. Replacing CI\/CD pipelines<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">98. What is a Datadog Notebook useful for?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Combining live graphs, markdown, investigation notes, and context during troubleshooting or reviews<br>B. Replacing the Datadog Agent<br>C. Creating Kubernetes nodes<br>D. Managing IAM policies only<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">99. What is the purpose of Datadog RBAC?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Controlling user permissions and access to Datadog features and data<br>B. Creating metrics automatically<br>C. Replacing cloud IAM completely<br>D. Restarting hosts<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">100. In a mature Datadog setup, what is the best overall observability practice?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A. Correlate metrics, logs, traces, events, SLOs, deployments, ownership, and security signals using consistent tagging<br>B. Monitor only CPU usage<br>C. Keep every team using different tag names<br>D. Disable logs and traces to simplify dashboards<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Correct Answer: A<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. What is Datadog primarily used for? A. Source code version controlB. Infrastructure, application, log, and security observabilityC. Database schema migration onlyD. Static website hosting Correct Answer:&#8230; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[25768],"tags":[],"class_list":["post-26708","post","type-post","status-publish","format-standard","hentry","category-datadog"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/26708","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=26708"}],"version-history":[{"count":2,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/26708\/revisions"}],"predecessor-version":[{"id":77126,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/26708\/revisions\/77126"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=26708"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=26708"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=26708"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}