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322 technical articles on Teradata, Snowflake, Databricks, SQL tuning and data warehouse architecture — written from production experience, not vendor decks.

Teradata Columnar Compression Methods: Run-Length, Dictionary, and Delta Compression

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Learn about the benefits of compression in Teradata Columnar, including a reduction in permanent space and disk IOs. Different compression methods are used, including run-length, dictionary, and delta compression. This article explains how each method works and the advantages of using them.

Designing Small Reference Tables for Teradata: Storing All Rows on One AMP for More Efficient Queries

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When designing tables for Teradata, it is important to distribute the rows across all AMPs in the system evenly. For instance, on a 100-AMP system with 100,000 rows, the objective would be to allocate roughly 1,000 rows per AMP. I agree with the design guideline for many tables in a Teradata system. Nevertheless, a specific …

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VantageCloud Lake: Turbocharge Your Data Warehousing with Teradata’s Innovative Solution Popular

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Introduction Parallel database architectures have undergone significant advancements over the past four decades, transitioning from shared memory architecture to shared disk architecture and, finally, to the more efficient shared-nothing architecture. Databases designed specifically for cloud environments incorporate elements of shared-disk and shared-nothing architectures. Teradata is a powerful and scalable relational database management system designed to …

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Teradata: Unleashing the Potential of a Powerful Data Warehouse Solution

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Introduction Discover the world of Teradata, an industry-leading data warehouse and analytics platform that offers unparalleled performance, scalability, and ease of use. This comprehensive blog post will explore Teradata’s key features and benefits, learn about its architecture, and discuss its significance in modern data-driven organizations. Stay tuned as we unlock the power of this robust …

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Accelerating ETL with Snowflake: A Comparison of Load Times with Teradata

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Teradata Load Times vs. Snowflake Load Times Elasticity is a crucial aspect of contemporary cloud databases like Snowflake that sets them apart from on-premise shared-nothing databases like Teradata. The lower cost (“pay only what you need”) is one of the main advantages. I think this is a very one-sided approach. Databases like Snowflake must first …

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Enhancing Your Teradata Vantage Design with Teradata Historisation: A Comprehensive Method

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Situation and Setup of a Historisation in Teradata Vantage Imagine that the time has come to improve your physical data model. Flawed or obsolete Teradata Vantage historisation design decisions need to be corrected. You are asked to separate tables of the same entity with different attributes. We do not question why there are separate tables …

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Teradata ALTER Table vs. INSERT INTO: Which Method is Efficient?

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Teradata ALTER Table versus INSERT INTO Altering the structure of a substantial Teradata table can consume significant resources. Essentially, there are two approaches: altering the DDL through Teradata ALTER TABLE or generating an empty table with the desired DDL statement and transferring data via the Teradata INSERT INTO statement. Each method carries its own set …

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Optimizing Teradata Queries: From No Index to Hashed NUSI

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The initial situation without any index In this blog, I will demonstrate how to optimize a query using Teradata’s tools. We will begin with the following test scenario: The data is evenly distributed. To demonstrate the query’s selectivity for the tested indexes we will define later, I assigned a significant portion of rows the same …

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