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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...

The best career skills need for Social media platform

How-to-apply-social-media-analytics-for-all-it-developers
#How-to-apply-social-media-analytics-for-all-it-developers
Listening - This one is still very much true, and perhaps even more so. The best social media pros listen the most actively and most aggressively.
Pattern Recognition - This is getting more and more critical as the data and complexity of social continues to ratchet up. Are these posts on our Facebook page a crisis in the making, or just noise? Where are the real-time marketing opportunities? Instantly identifying patterns and being able to capitalize upon them are some of the skills that separate good social practitioners from great ones.
Visual Thinking - This is perhaps the biggest change in the past year or two. Being a great writer was formerly a key characteristic of many social pros, as being able to coherently write in 140 characters isn’t as easy as it appears. Today, with every social network embracing visuals and multi-media, being able to represent the brand visually is absolutely critical. This is a real challenge for many community managers who come from the PR/communications side of things, and all of a sudden need to be quasi graphic designers. I’m a big believer in social media pros taking photography classes in 2014.

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