--- title: "Meaning & Key Takeaway of: Testing is done in scarce integration…" description: "\"“Testing is done in scarce integration test environments, which often require weeks to obtain and configure. The”\" — Gene Kim" image: "https://sms4smile.com/quotes/i/53b/gene-kim-2268_testing-scarce_testing-is-done-in-scarce-integration-te_2637831.jpg" --- # Testing is done in scarce integration test environments… ![“Testing is done in scarce integration test environments, which often require weeks to obtain and configure. The” quote by Gene Kim](https://sms4smile.com/quotes/i/53b/gene-kim-2268_testing-scarce_testing-is-done-in-scarce-integration-te_2637831.jpg) [Download](https://sms4smile.com/quotes/i/53b/gene-kim-2268_testing-scarce_testing-is-done-in-scarce-integration-te_2637831.jpg) [Open image](https://sms4smile.com/quotes/i/53b/gene-kim-2268_testing-scarce_testing-is-done-in-scarce-integration-te_2637831.jpg) > ““Testing is done in scarce integration test environments, which often require weeks to obtain and configure. The”” [Gene Kim](https://sms4smile.com/quotes/author/gene-kim/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Limited test environments cause delays and bottlenecks in software delivery pipelines. **In simple terms:** Scarce test setups slow releases. Key Takeaway Invest in shared, automated test environments. Themes software delivery testing efficiency Mood frustrated determined Type practical strategic When to use this quote - release planning - infrastructure provisioning - team collaboration Key Concepts DevOps continuous integration resource constraints Questions to Reflect On - How can teams reduce reliance on scarce test labs? - What automation tools could replace manual setup? A Different Perspective Automation requires upfront investment and cultural change. ★ ★ ★ ★ ★ No ratings yet ## Related quotes > [“for those organizations that provided a stock ticker symbol, we found that high performers had 50% higher market capitalization growth over three years. 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