
Having data is not enough. You need to know which question to ask and what evidence the answer supports.
From Data to Decision
Databricks in practice for investigating real business problems
Learn to turn scattered data into evidence that supports more responsible business decisions and actions.
Prices checked on 22/10/2026. Shipping is set by the store.
★ Review this bookThis book is currently available in Brazilian Portuguese.
A complete view of the book.
Having data is not enough to make sound decisions. Orders, inventory, costs, failures, sensors, and spreadsheets only become useful when they answer a clear question, pass validation, and gain context. From Data to Decision presents this path with Databricks without turning the tool into an end in itself.
Through the Atlas Case, readers investigate production, quality, inventory, suppliers, sales, and margin. Queries, exercises, SQL patterns, data contracts, and an implementation roadmap help distinguish fact, evidence, hypothesis, and gap before proposing action. The goal is not to find a magic cause, but to build responsible, contestable decisions followed by new measurements.
Does this situation sound familiar?
Companies accumulate orders, inventory, costs, failures, sensors, and spreadsheets, but isolated numbers do not explain what is happening. Without clear questions, validation, and context, an analysis can look convincing while still leading to a fragile decision.
Investigate the problem before turning numbers into conclusions.
Learn a practical path—problem, question, data, investigation, information, evidence, decision, action, and a new measurement—using Databricks and the Atlas Case to connect analysis to useful, responsible, and contestable choices.
“Deciding means choosing an action despite uncertainty—and accepting that the next set of data will assess the quality of that choice.”
Answers begin with the right questions.
Questions explored through context, criteria, and examples.
Why can an apparently correct join or metric lead to a wrong conclusion?
How can production, quality, inventory, and margin problems be investigated without searching for one single cause?
What needs to accompany a decision so it can be verified later?
A structured journey that helps you move forward.
Concepts and applications presented in a coherent sequence.
From data to information
Understand why owning records does not yet mean understanding a business situation.
Databricks without complication
Use Databricks as an environment for investigation without making the tool an end in itself.
Trustworthy data
Check quality, keys, joins, counts, and reconciliations before advancing a conclusion.
Investigating the company
Investigate production losses, scrap, failures, inventory, suppliers, and margin through progressive questions.
Information and decision
Connect analyses to responsibilities, alternatives, limits, and later follow-up.
The Atlas Case
Work through a complete case with teaching data, queries, exercises, and response criteria.
Depth to understand. Clarity to keep moving forward.
Databricks presented as an environment for investigation rather than a collection of screens or features
An integrated Atlas Case with fictional operational data and problems that cross business areas
Validation, reconciliation, and evidence limits addressed before any conclusion
Exercises, SQL patterns, data contracts, and an implementation roadmap for putting the method into practice
Find your place in this book.
Professionals, analysts, managers, and students who want to investigate real business problems with data instead of treating dashboards as ready-made answers.
What you need to benefit from the book
✓No previous Databricks experience is required
✓Familiarity with spreadsheets, business data, or basic queries helps, but the concepts begin with the question
This may not be the right book if…
—Readers looking for a formula that produces correct decisions without investigation and human judgment
—Readers expecting a tool or dashboard to reveal a root cause on its own
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One question.
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Como ler gráficos e números públicos Reading charts, measures and comparisons before making decisions.
Ciência: como avaliar uma descoberta Criteria for examining evidence without overstating its conclusions.
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Databricks in practice for investigating real business problems
Prices checked on 22/10/2026. Shipping is set by the store.
Print edition ISBN: 978-65-02-40942-8




