A 90-day operational guide for diagnosing and fixing the invisible problems that slow data teams down, one pillar at a time.
Built for anyone who manages, leads, or depends on a data team and knows something is slowing it down.
One-time purchase. Four files delivered instantly. No subscription.
The problems this playbook addresses show up across every role that works with or depends on data. You will find it useful if:
This debt does not announce itself. It shows up as small, recurring frictions, until one day it becomes a real crisis.
Pipelines that need a human to restart them. Cloud bills with unexplained charges. Code that works on one machine and breaks on another. These are not one-off incidents. They are symptoms of infrastructure debt, and they compound every week they go unaddressed.
Two teams. The same metric. Different figures. Everyone looks to the data team to explain why. This is a trust problem, and trust problems tend to compound faster than almost anything else in an organization.
A model that performed well six months ago may perform significantly worse today. The world changes, user behavior shifts, and the data the model was trained on no longer reflects current reality. Without active monitoring, the first sign of a problem is usually a complaint from a stakeholder saying something looks wrong.
There is likely someone on your team whose absence, planned or unplanned, would cause a quiet panic. They are the only person who knows how a specific system works, where the credentials are stored, or why a particular pipeline has a filter nobody else understands. One unplanned resignation can turn this into a very costly situation.
Everything you need to diagnose the problem, run the remediation, and make the case to leadership.
A week-by-week 90-day plan across all four pillars. For each one: what the problem costs in real business terms, composite examples based on patterns observed across teams, a phased action plan, and a ready-to-use template. Each pillar also covers the organizational resistance that makes these fixes harder than they look, and what to do about it.
A 10-minute audit across all four pillars. Gives you a score for each area and tells you where to focus first. Also available free below, included in the bundle for convenience.
The Pipeline Runbook, The Data Contract, The Model Card, The Decision Log Entry, and The Knowledge Transfer SOP. Copy into a Google Doc and use today. No setup required.
Two plug-and-play scripts. One for pitching foundational budget to senior leadership. One for getting engineering teams to formalize how they communicate changes that affect data pipelines. Replace the bracketed fields and send.
A fully built 10-slide PPTX deck with speaker notes. Every word written out. Open in PowerPoint or Canva, replace the bracketed fields with your numbers, and present to a VP, CTO, or board.
Plain-English definitions of every technical term used in the playbook. Written for anyone who works with data but does not come from a data science or engineering background.
Every recommendation in this playbook is supported by current research. All sources are listed in full in the Sources and Further Reading appendix.
Built from 13 years of working with data across six industries. Specific enough to execute. Strategic enough to matter beyond the next sprint.
Playbook PDF · Health Check PDF · Email Templates PDF · Executive Slide Kit PPTX
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The Data Strategy Health Check takes 10 minutes. It covers the same four areas as the playbook, gives you a score for each one, and tells you exactly where your team's primary constraint is right now. Enter your email below to receive it.
A 10-minute audit across four areas. Find out exactly where your data team is losing velocity. PDF delivered to your inbox.
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No. The playbook is written for practitioners but accessible to anyone who manages or works alongside a data team. A full plain-English glossary is included as an appendix.
Yes. The problems this playbook addresses tend to be more acute on smaller teams where there is less redundancy and one person's absence has a larger impact. Written for teams of 3 to 30.
Completely. No specific platform, vendor, or software is recommended or required. The frameworks and templates work regardless of your technical stack: AWS or GCP, dbt or raw SQL, Airflow or Prefect.
Go straight to that chapter. Each pillar section stands alone. You do not need to read all four before starting.
The Health Check, Playbook, and Email Templates are PDFs. The Executive Slide Kit is a PPTX file editable in PowerPoint or Canva.
Due to the immediate digital delivery of this product, all sales are final. If you are unsure whether this playbook is right for you before purchasing, please reach out via the contact form. We are happy to answer any questions first.
They invested in reliable, well-understood foundations and maintained that investment consistently over time.
This playbook is a practical starting point for that work.
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