90-Day Operational Playbook · $89

Your Data Team Is Busy.
But Is It Moving Forward?

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.

Get the Playbook - $89 Free Health Check ↓

One-time purchase. Four files delivered instantly. No subscription.


Who it is for

You do not have to be a data scientist to need this.

The problems this playbook addresses show up across every role that works with or depends on data. You will find it useful if:

You manage a data team and know something is slowing it down, but cannot identify exactly what.
You are a senior data scientist or engineer who keeps resolving the same problems every week and wants a structured way to stop.
You lead a business unit that depends on data to make decisions, and the numbers your team produces are regularly questioned or simply not trusted.
You are preparing to make the case to leadership for investment in your data infrastructure and need a clear, evidence-backed argument.
You have sat in the "whose numbers are right" meeting, experienced an unexplained dashboard outage, or felt the disruption when a key person gives notice.
A plain-English glossary of all key terms is included as an appendix for readers who work with data but do not come from a technical background.

Why data teams stall

Four areas where velocity quietly disappears.

This debt does not announce itself. It shows up as small, recurring frictions, until one day it becomes a real crisis.

01 · Infrastructure

Your team spends too much time keeping the lights on.

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.

After 90 days: automated monitoring, documented environments, and a team that spends the majority of its time building rather than maintaining.
02 · Data Trust

Nobody agrees on the numbers.

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.

After 90 days: agreed definitions for your most important metrics, a process that prevents upstream changes from breaking downstream reports, and stakeholders who ask for data more and question it less.
03 · Model Health

Your models are running. But nobody is watching them.

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.

After 90 days: a complete inventory of every model in production, automated alerts for unusual behavior, and a reproducible process for evaluating and updating models before users notice a problem.
04 · Team Knowledge

Critical knowledge lives in too few people.

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.

After 90 days: documented systems, shared credentials, cross-trained team members, and the confidence that comes from knowing the business keeps moving regardless of who is available on any given day.
If your AI projects keep stalling

The problem is almost always one layer beneath the AI.

Inconsistent AI outputs across environments
Unreliable retrieval results in RAG pipelines
Model performance that degrades faster than expected
Nobody can explain why the system behaves differently day to day
Get the Playbook - $89

What is inside

One purchase. Four files. A complete 90-day plan.

Everything you need to diagnose the problem, run the remediation, and make the case to leadership.

Core guide

The Data Strategy Playbook

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.

Diagnostic

The Data Strategy Health Check

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.

Templates

Five Ready-to-Use Templates

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.

Communication

Email Templates

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.

Leadership

The Executive Slide Kit

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.

Reference

Glossary of Key Terms

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.


The research behind it

Grounded in current industry data.

Every recommendation in this playbook is supported by current research. All sources are listed in full in the Sources and Further Reading appendix.

Sources cited include: Flexera 2026 State of the Cloud · DORA 2025 · IBM Institute for Business Value 2025 · Gartner Data Quality Research · MIT Machine Learning Degradation Study · Galileo AI 2025 · McKinsey Global Institute · Google Site Reliability Engineering · Sculley et al. (Hidden Technical Debt in ML Systems)

Get the playbook

$89 for the complete bundle.

Built from 13 years of working with data across six industries. Specific enough to execute. Strategic enough to matter beyond the next sprint.

One-time purchase
$89

Playbook PDF · Health Check PDF · Email Templates PDF · Executive Slide Kit PPTX

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Not ready to buy?

Start with the free diagnostic.

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.

The Data Strategy Health Check

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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FAQ

Common questions.

Do I need a technical background to use this?

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.

Is this relevant for small teams?

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.

Is this tool-agnostic?

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.

What if I already know which area is my problem?

Go straight to that chapter. Each pillar section stands alone. You do not need to read all four before starting.

What format are the files?

The Health Check, Playbook, and Email Templates are PDFs. The Executive Slide Kit is a PPTX file editable in PowerPoint or Canva.

What is your refund policy?

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.


The data teams that build lasting velocity share one characteristic.

They invested in reliable, well-understood foundations and maintained that investment consistently over time.

This playbook is a practical starting point for that work.

Get the Playbook - $89 Free Health Check ↓

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