Dave Fowler - The Informed Company

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The Informed Company: краткое содержание, описание и аннотация

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Learn how to manage a modern data stack and get the most out of data in your organization! Thanks to the emergence of new technologies and the explosion of data in recent years, we need new practices for managing and getting value out of data. In the modern, data driven competitive landscape the «best guess» approach—reading blog posts here and there and patching together data practices without any real visibility—is no longer going to hack it.
provides definitive direction on how best to leverage the modern data stack, including cloud computing, columnar storage, cloud ETL tools, and cloud BI tools. You'll learn how to work with Agile methods and set up processes that's right for your company to use your data as a key weapon for your success . . . You'll discover best practices for every stage, from querying production databases at a small startup all the way to setting up data marts for different business lines of an enterprise.
In their work at Chartio, authors Fowler and David have learned that most businesspeople are almost completely self-taught when it comes to data. If they are using resources, those resources are outdated, so they're missing out on the latest cloud technologies and advances in data analytics. This book will firm up your understanding of data and bring you into the present with knowledge around what works and what doesn't.
Discover the data stack strategies that are working for today's successful small, medium, and enterprise companies Learn the different Agile stages of data organization, and the right one for your team Learn how to maintain Data Lakes and Data Warehouses for effective, accessible data storage Gain the knowledge you need to architect Data Warehouses and Data Marts Understand your business's level of data sophistication and the steps you can take to get to «level up» your data
is the definitive data book for anyone who wants to work faster and more nimbly, armed with actionable decision-making data.

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Source: pgadmin.org

Visualize Data in the Office with Dashboards

Tools like Geckoboard or Grow receive data from cloud applications via APIs, then visualize that data in simple yet useful ways ( Figure 1.5). These tools can provide data blended from multiple sources into a single dashboard.

These types of cloud dashboard tools often come with some helpful default dashboards and also look great on TVs around the office. They keep teams aware of what's going on. However, these solutions are very limited in their customizations.

Figure 15Geckoboard like dashboard displaying standard sales metrics Toying - фото 15

Figure 1.5Geckoboard like dashboard displaying standard sales metrics.

Toying Around with Analytics Products

Tools like Amplitude and Mixpanel ( Figure 1.6) can help make product managers more self‐sufficient by removing the need to involve engineering to add tracking events. Product analytics provides templated analysis and a GUI so no code is needed to ask questions of the data. This appears to be a great solution, but we would advise caution with these sorts of tools.

Unfortunately these tools are typically expensive and for every new event tracked you have to wait a few months to get the data you need. These events are typically already tracked in the application database but may be named and stored in hard to understand ways. In addition, product analytics tools are limited to data from the application, meaning we can't see revenue or other business metrics that exist in other sources. Product Analytics do not really scale to serve the data needs companies have.

Figure 16Mixpanel cohort analysis Source Mixpanel Look at Data Through a - фото 16

Figure 1.6Mixpanel cohort analysis.

Source: Mixpanel

Look at Data Through a Business Intelligence Tool

For the most power in working with source data, use a flexible self‐service BI solution. For this stage, be sure to choose an agile product that supports direct SQL queries and ideally the ability to connect to and blend data from multiple sources.

The main benefits of adopting a BI solution with direct SQL capabilities include:

Consistency of data access.

Lower cost of operation.

Portability of data to future systems such as data lakes.

When data sources aren't consolidated or cleaned and organized, these types of BI solutions are necessary but, on occasion, may require complex SQL queries. Tools like Looker and our very own Chartio support writing queries and managing custom dashboards ( Figure 1.7).

Figure 17Chartio Dashboard Executive Summary of Sales Metrics Source - фото 17

Figure 1.7Chartio Dashboard Executive Summary of Sales Metrics.

Source: CHARTIO

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