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  1. Difference between Structured, Semi-structured and Unstructured

    Mar 6, 2023 · There are 3 types: Structured data, Semi-structured data, and Unstructured data. Structured data - Structured data is data whose elements are addressable for effective …

  2. Mastering Semi-Structured Data in BigQuery: JSON vs. Structs

    Apr 7, 2025 · Today, we’ve introduced the concept of semi-structured data and explored the differences between JSON and the combination of structs and arrays.

  3. How BigQuery powers semi-structured data storage - Google …

    Nov 16, 2023 · In this post we will explore the architectural concepts that power BigQuery’s support for semi-structured JSON, which eliminates the need for complex preprocessing and …

  4. BigQuery's New JSON Functions: Struct vs. JSON - DEV Community

    Aug 25, 2024 · Then let's dive into when to use Struct vs JSON columns in BigQuery, considering their strengths and potential trade-offs. A simple example: customer_id INT64, …

  5. bigdata - BigQuery for unstructured data - Stack Overflow

    Sep 9, 2014 · As per my understanding of BigQuery, it operates over data represented in form of relations, and that is the structure to follow when you feed data to BigQuery. Is there any way …

  6. JSON vs Structs vs Columns in BigQuery - Observations - Let …

    May 9, 2020 · Use this Colab Notebook (BigQuery, JSON, Structs, Arrays, Nested, Repeated Observations) to follow along with the rest of this post. Given our source is JSON, we can …

  7. Structured Semi-Structured and Unstructured Data Differences

    Dec 30, 2024 · How do I choose structured vs unstructured data? Structured data is better if you require precise calculations, aggregations, or JOIN operations. Conversely, unstructured data …

  8. How to build efficient and perfomant Data Structures in BigQuery

    Apr 11, 2021 · In this article, I would like to mention two main techniques to make your BigQuery Data Warehouse become efficient and performant [1]. SQL vs NoSQL: SQL databases are …

  9. Unifying data and AI to bring unstructured data analytics to BigQuery

    Oct 18, 2022 · By analyzing unstructured data natively in BigQuery, businesses can. Eliminate manual effort as pre-processing steps such as tuning image sizes to model requirements are …

  10. Difference Between Structured, Semi-Structured, and Unstructured

    What is Semi-Structured Data? Semi structured data is organized up to some extent only and the rest is unstructured. Hence, the level of organizing is less than that of Structured Data and …

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