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14 Top Data Pipeline Key Terms Explained

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 Here are some key terms commonly used in data pipelines 1. Data Sources Definition: Points where data originates (e.g., databases, APIs, files, IoT devices). Examples: Relational databases (PostgreSQL, MySQL), APIs, cloud storage (S3), streaming data (Kafka), and on-premise systems. 2. Data Ingestion Definition: The process of importing or collecting raw data from various sources into a system for processing or storage. Methods: Batch ingestion, real-time/streaming ingestion. 3. Data Transformation Definition: Modifying, cleaning, or enriching data to make it usable for analysis or storage. Examples: Data cleaning (removing duplicates, fixing missing values). Data enrichment (joining with other data sources). ETL (Extract, Transform, Load). ELT (Extract, Load, Transform). 4. Data Storage Definition: Locations where data is stored after ingestion and transformation. Types: Data Lakes: Store raw, unstructured, or semi-structured data (e.g., S3, Azure Data Lake). Data Warehous...

AWS Block Vs Object Storage Top Differences

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In AWS, Block and Object are two types of storage. I have given differences between these two. Why because storage is a prime concept in the cloud environment. Object Vs Block Storage Why are these names different? Because these two are different storage types - Object and Block. Object Storage Object means it is a single object. You are not dividing here. In the context of AWS, object storage helps your file to store as-is. How big it does not matter. Let your file size is 10MB. Then, it saves as a 10 MB file. What happens when you update a 30MB file. It deletes the old object and creates a brand new one. For small changes, you need to update the whole file. So, it utilizes a lot of resources. Object storage is much better for big files and very few changes. AWS manages object storage. AWS has full control over Object storage. Object Vs Block Block Storage Block storage divides your file into blocks. You have selected a block size of 512 bytes. If you want to upload a 10MB file, it th...