Otavio

“The learning paths on Dataquest are incredible. They give you a direction through the learning process – you don’t have to guess what to learn next.”

Otávio Silveira

Data Analyst @ Hortifruti

Path overview

In this path, you’ll learn how to work with the production database systems used in modern data engineering. You’ll gain hands-on experience with PostgreSQL, Snowflake, and MongoDB through practical, real-world data engineering scenarios.

Key skills

  • Managing and optimizing PostgreSQL databases for production workloads
  • Working with Snowflake as a cloud data warehouse
  • Applying NoSQL database patterns with MongoDB

Path outline

Production Databases [3 courses]

Course 1: PostgreSQL for Data Engineering 8h

Course Objectives
  • Identify how Postgres improves data sharing
  • Create tables using Postgres from a CSV file
  • Implement a database

Course 2: Optimizing PostgreSQL Databases 5h

Course Objectives
  • Debug Postgres queries
  • Apply the fundamentals of Postgres's internal tooling
  • Speed up Postgres querying using indexes

Course 3: Production Database Tools 6h

Course Objectives
  • Set up and query data in Snowflake's cloud data warehouse platform
  • Navigate Snowflake's interface, load data, and monitor credit usage for cost-effective operations
  • Identify the four main NoSQL database types and understand when to use each versus traditional SQL
  • Build flexible document-based systems in MongoDB that handle schema evolution without migrations
  • Write MongoDB queries and aggregation pipelines to process semi-structured data
  • Connect MongoDB to Python analytics workflows for broader data pipeline integration

Projects in this path

Building a database for crime reports

For this project, we’ll step into the role of database administrators to build a PostgreSQL database for storing and managing data on crime reports in Boston.

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Aaron

Aaron Melton

Business Analyst at Aditi Consulting

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Jessica Ko

Machine Learning Engineer at Twitter

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Victoria E. Guzik

Associate Data Scientist at Callisto Media

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