Who This Helps
Product Managers who spend hours each week updating dashboards and answering "is this number right?" questions. You want to turn product questions into measurable decisions without the manual grind. The Data Reliability Leadership course is built for exactly this.
Mini Case
Meet Priya. She manages a SaaS product with 12% weekly churn. Every Monday, she manually pulled data from three sources to update her churn report. It took 2 hours and she still missed a data drift that hid a 7-day spike. After setting a single data contract for her churn metric, her reporting time dropped to 15 minutes. No more manual updates. No more stale numbers.
Do This Now (5 Steps)
- Pick your most-used metric (like weekly active users or churn rate).
- Define what "good data" means for that metric: source, freshness, and acceptable null rate.
- Write a simple data contract using the mission from Data Reliability Leadership (the "Metric/data contract set" outcome).
- Set an automated alert that pings you when the contract is violated (use your BI tool or a simple script).
- Review the alert log once a week during your reliability cadence.
Avoid These Traps
- Don't try to contract every metric at once. Start with one. You can always add more later.
- Don't write contracts in isolation. Get your data team to agree on definitions first.
- Don't ignore null values. A 5% null rate might be fine for some metrics, but not for revenue.
- Don't set alerts that fire every hour. You'll ignore them. Daily or weekly is better.
- Don't skip the postmortem. When a contract fails, run a quick triage (the "First-30-min incident triage card" from the course helps here).
- Don't assume AI will fix everything. Use AI to summarize alert patterns, not to define your contracts.
- Don't forget to update contracts when your product changes. A contract from last quarter may not fit today.
- Don't keep the contract a secret. Share it with stakeholders so everyone trusts the numbers.
Your Win by Friday
By Friday, you will have one data contract live for your top metric. Your Monday morning report will update automatically. You'll save at least 1 hour of manual work. And your team will stop asking "is this number right?" because the contract says it is. That's a win you can feel (and maybe even leave the office on time).