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| Pitfall | Symptom | Fix | |---------|----------|-----| | | Bayesian confidence intervals stay wide (> 30 %). | Extend test duration or increase traffic by widening targeting. | | Testing too many variations | Results become noisy; decision latency ↑. | Stick to 2‑4 variations for the first round. | | Ignoring secondary metrics | Primary conversion improves, but bounce‑rate spikes. | Add secondary goals (e.g., “Time on Page”) before launching. | | Hard‑coding API keys | Keys leak in repo → security breach. | Use environment variables + CI‑CD secret management. | | Neglecting mobile | Desktop tests win, mobile conversion falls. | Always add a mobile‑specific segment and test on it separately. | | Over‑optimising small gains | Diminishing ROI, resources wasted. | Apply the 80/20 rule : stop after achieving a ≥ 5 % lift unless a larger opportunity is identified. |