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Beyond Win Rates: How Spotify Quantifies Learning in Product Experiments
Spotify has introduced the Experiments with Learning (EwL) metric on top of its Confidence experimentation platform to measure how many tests deliver decision-ready insights, not just how many “win.” EwL captures both the quantity and quality of learning across product teams, helping them make faster, smarter product decisions at scale. The outcome must support one action: ship, abort, or iterate.
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Levelling Yourself up as a Software Engineer While Climbing through the Ranks
As software engineers grow into senior, Staff+, or principal roles, they take on greater responsibility, complex projects, and influence beyond code, Suhail Patel explained in his talk about growing oneself as a software engineer at QCon London. Growth isn’t linear; it requires mastering communication, strategy, and soft influence. Writing, speaking, and 1:1s can help to expand impact.
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Shaping an Impactful Data Product Strategy
Lior Barak and Gaëlle Seret advocate proactive, business-focused strategies for data engineering. Barak proposes a 3-year roadmap using his Data Ecosystem Vision Board to align teams on strategic capabilities and measure ROI, cost, and impact. Seret promotes a "data as a product" approach, co-creating visions with stakeholders and evolving shared taxonomies to ensure long-term alignment.
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Test Automation Requires a Strategy and Clean Code
Having a good strategy for test automation can make it easier to implement test automation and reduce test maintenance costs. The test automation pyramid and automation test wheel can be of help when formulating a test automation strategy and plan. Test automation code should be clean code, and treated similarly to production code.
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Becoming an Effective Staff-Plus Engineer
To increase your effectiveness as a staff-plus engineer, it can help to develop your communication, listening, technical strategy, and networking skills. Blanca Garcia Gil presented Five Behaviours to Become an Effective Staff-Plus Engineer at QCon London 2022 and will present at QCon Plus May 10-20, 2022.
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How a Test Strategy Helped to Increase Deployment Maturity and Product Quality
Implementing a test strategy helped an organization to move away from push and pray deployment toward continuous and confident deployment to production. The organization mapped their test strategy in a framework with different enablers, which has helped them align on quality metrics for the whole product together with a strong safety net of tests before moving to production.
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Q&A with Katherine Kirk on Managing Entropy in Uncertain Times
InfoQ talks to Katherine Kirk about her recently published talk on thriving when control is removed. We discuss the impact of the current pandemic on organisations. Kirk explains the importance of contextual strategies which acknowledge and counterbalance the impact of entropy.