# test optimization

Published articles for test optimization.

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## Troubleshoot and secure your code faster with Datadog's Bitbucket Cloud Source Code integration

DevFeed: [Troubleshoot and secure your code faster with Datadog's Bitbucket Cloud Source Code integration](<https://devfeed.tech/articles/troubleshoot-and-secure-your-code-faster-with-datadog-s-bitbucket-cloud-source-code-integration-2232.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/bitbucket-cloud-source-code-integration/>)

Author: Eric Metaj; Mark Azer

Published: 2026-08-31T00:00:00Z

Content type: article

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [Developer Tools](<https://devfeed.tech/topics/developer-tools.md>), [iac-security](<https://devfeed.tech/topics/iac-security.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>)

Tags: [apm](<https://devfeed.tech/tags/apm.md>), [bitbucket](<https://devfeed.tech/tags/bitbucket.md>), [ci-visibility](<https://devfeed.tech/tags/ci-visibility.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [code](<https://devfeed.tech/tags/code.md>), [code-profiling](<https://devfeed.tech/tags/code-profiling.md>), [code-security](<https://devfeed.tech/tags/code-security.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [error-tracking](<https://devfeed.tech/tags/error-tracking.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [integration](<https://devfeed.tech/tags/integration.md>), [observability](<https://devfeed.tech/tags/observability.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [secret-scanning](<https://devfeed.tech/tags/secret-scanning.md>), [security](<https://devfeed.tech/tags/security.md>), [software-delivery](<https://devfeed.tech/tags/software-delivery.md>), [test-optimization](<https://devfeed.tech/tags/test-optimization.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

### AI overview

Datadog's Bitbucket Cloud Source Code integration links selected repositories with Datadog so teams can investigate production issues with source context and review security findings before merging code.

### Source excerpt

Connect Bitbucket Cloud to Datadog to troubleshoot with source code in context and surface test, quality, and security feedback in pull requests.

## 5 pitfalls to avoid when measuring DevEx in the AI era

DevFeed: [5 pitfalls to avoid when measuring DevEx in the AI era](<https://devfeed.tech/articles/5-pitfalls-to-avoid-when-measuring-devex-in-the-ai-era-2264.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/devex-measurement-pitfalls-ai-era/>)

Author: Candace Shamieh; Teddy Gesbert

Published: 2026-06-30T00:00:00Z

Content type: article

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [devex](<https://devfeed.tech/topics/devex.md>), [code productivity](<https://devfeed.tech/topics/code-productivity.md>), [engineering-leadership](<https://devfeed.tech/topics/engineering-leadership.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Code review](<https://devfeed.tech/topics/code-review.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-adoption](<https://devfeed.tech/tags/ai-adoption.md>), [ai-impact](<https://devfeed.tech/tags/ai-impact.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [ci-visibility](<https://devfeed.tech/tags/ci-visibility.md>), [collaboration](<https://devfeed.tech/tags/collaboration.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [devex](<https://devfeed.tech/tags/devex.md>), [devops](<https://devfeed.tech/tags/devops.md>), [dora-metrics](<https://devfeed.tech/tags/dora-metrics.md>), [engineering-management](<https://devfeed.tech/tags/engineering-management.md>), [internal-developer-portal](<https://devfeed.tech/tags/internal-developer-portal.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [performance](<https://devfeed.tech/tags/performance.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [review](<https://devfeed.tech/tags/review.md>), [software-delivery](<https://devfeed.tech/tags/software-delivery.md>), [test-optimization](<https://devfeed.tech/tags/test-optimization.md>)

### AI overview

This article examines common pitfalls in measuring developer experience during the AI era. It argues that individual output metrics, including token consumption, lines of code, pull request counts, commits, and story points, can undermine trust and collaboration when treated as measures of personal productivity.

### Source excerpt

Don't mistake AI adoption for productivity. Learn how to avoid 5 common pitfalls when measuring DevEx, with practices from Datadog engineering