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Showing posts from March, 2024

How to Configure a Databricks Cluster to Process 10 TB of Data Efficiently

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How to Configure a Databricks Cluster to Process 10 TB of Data Efficiently 🚀 Sizing a Databricks Cluster for 10 TB: A Step-by-Step Optimization Guide Processing 10 TB of data in Databricks may sound intimidating, but with a smart cluster sizing strategy, it can be both fast and cost-effective . In this post, we’ll walk through how to determine the right number of partitions, nodes, executors, and memory to optimize Spark performance for large-scale workloads. 📌 Step 1: Estimate the Number of Partitions To unlock Spark’s parallelism, data must be split into manageable partitions . Data Volume: 10 TB = 10,240 GB Target Partition Size: ~128 MB (0.128 GB) Formula: 10,240 / 0.128 = ~80,000 partitions 💡 Tip: Use file formats like Parquet or Delta Lake to ensure partitions are splittable. 📌 Step 2: Determine Number of Nodes Assuming each node handles 100–200 partitions effectively: Without overhead: 80,000 / 100–200 = 400 to 800...
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Insight of Alteryx

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organizations are faced with an ever-increasing volume of data from diverse sources. The ability to harness, process, and analyze this data is paramount to making informed decisions and gaining a competitive edge. Alteryx, a data analytics platform, has emerged as a powerful tool for transforming raw data into actionable insights. In this article, we will explore what Alteryx is, its key features, and how it empowers businesses to unlock the potential of their data. What is Alteryx? Alteryx is a data analytics platform that offers a comprehensive set of tools for data blending, preparation, and advanced analytics. It provides a user-friendly, code-free environment for data professionals to work with data, enabling them to perform complex data operations, create predictive models, and deliver valuable insights. Key Features of Alteryx Workflow : At the core of Alteryx is the concept of a workflow, which represents a sequence of connected tools that perform specific data operations. Wor...
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