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◆Data Engineering

Data Engineering

Data Engineering is the design and construction of systems for collecting, storing, and processing data.

Routing Notes

  • Parent Transferable Skills
  • Published Apr 26, 2026
  • Signal Working Systems

What It Is

Data Engineering is the design and construction of systems for collecting, storing, and processing data. On this site, it matters because it transfers across technical, operational, and venture work instead of staying trapped in one narrow context.

Learn more: https://en.wikipedia.org/wiki/Data_engineering

Preview for Audience Intent Data Model Development
▶Audience Intent Data Model Development

Audience Intent Data Model Development

Designed a unified data model to integrate any data source into a big data geospatial analytics program, handling over 100TB of data in GCS and BigQuery with...

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Preview for Data lineage systems
◎Data lineage systems

Data lineage systems

Tracking systems record the origin, transformations, and dependencies of data across pipelines and reports.

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◎Data monetization systems

Data monetization systems

Market structures exchange data as a product by aligning suppliers and consumers through pricing, packaging, and access controls.

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◎Data privacy/compliance systems

Data privacy/compliance systems

Frameworks govern how data is stored, shared, and used to meet legal, contractual, and ethical expectations.

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Preview for Data quality systems
◎Data quality systems

Data quality systems

Processes and tools ensure data accuracy, completeness, and consistency through validation, monitoring, and correction.

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▶Data Reporting Transformation for Hotel Chain

Data Reporting Transformation for Hotel Chain

Solutions architect role redesigning a fundamentally flawed Pentaho ETL into a scalable AWS Redshift data warehouse for a hospitality leader. Identified root...

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Preview for Dataset productization systems
◎Dataset productization systems

Dataset productization systems

Raw data is turned into standardized, consumable products with defined schemas, documentation, and delivery mechanisms.

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Preview for Geospatial Human Risk Quantification
▶Geospatial Human Risk Quantification

Geospatial Human Risk Quantification

Using SafeGraph location observation data and Databricks/Spark, built a geospatial model to quantify human risk around utility infrastructure — helping...

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▪Google BigQuery

Google BigQuery

Google BigQuery is a serverless data warehouse for large-scale analytics.

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Preview for Great Data Lake LLC — Data Brokerage and Value-Add Business
▶Great Data Lake LLC — Data Brokerage and Value-Add Business

Great Data Lake LLC — Data Brokerage and Value-Add Business

Founded and ran a data brokerage from 2017 to 2022 that turned hundreds of terabytes of raw location and advertising data into clean, compliant, sellable datasets for defense, government, and finance customers.

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Michael Orlando

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