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5 pitfalls to avoid when measuring DevEx in the AI era

Datadog Engineering · published 30 June 2026

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https://www.datadoghq.com/blog/how-to-measure-developer-experience-in-the-ai-era/

datadoghq.com

https://resources.jetbrains.com/storage/products/research/DXDP.pdf?_gl=1*13hz50u*_gcl_au*Mzg0NjYwMDAxLjE3Nzk0ODg5MTc.*FPAU*Mzg0NjYwMDAxLjE3Nzk0ODg5MTc.*_ga*MzkxNDQyNzMyLjE3Nzk0ODg5MzU.*_ga_9J976DJZ68*czE3ODA2MDUwNzYkbzMkZzEkdDE3ODA2MDUzMjIkajYwJGwwJGgw&_cl=MTsxOzE7T2hvNVFzSXdQVVBkMjBNZGNBeTdjcjU0ZlQ2WTVmUk5hTk5rNnJ1ZVFwRlJmQ1cyYzBQM2xxUWJ6NERRZU5DUjs=

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https://www.atlassian.com/blog/developer/developer-experience-report-2025

atlassian.com

https://queue.acm.org/detail.cfm?id=3454124

queue.acm.org

https://en.wikipedia.org/wiki/Goodhart%27s_law

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https://cloud.google.com/resources/content/2025-dora-ai-assisted-software-development-report

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https://www.eficode.com/

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https://www.eficode.com/insights/guides/how-software-organizations-are-moving-from-ai-pilots-to-ai-transformation

eficode.com

https://metr.org/

metr.org

https://survey.stackoverflow.co/2025/?utm_medium=referral&utm_source=blog&utm_campaign=dev-survey-2025&utm_content=survey-results

survey.stackoverflow.co

https://www.datadoghq.com/blog/llm-observability-at-datadog-security/

datadoghq.com

https://fortune.com/2026/04/09/meta-killed-employee-ai-token-dashboard/

fortune.com

https://www.forbes.com/sites/timkeary/2026/04/13/is-the-cult-of-tokenmaxxingjust-another-fad-or-the-new-normal/

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inc.com

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https://docs.datadoghq.com/continuous_integration/

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https://docs.datadoghq.com/tests/

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https://docs.datadoghq.com/internal_developer_portal/

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