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Wiki Article · Cinematic

Batch Processing

Batch processing matlab data ko collect karo, group karo, aur ek saath (in bulk) process karo —…

Overview
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Batch Processing — Quick Facts

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Property: Detail

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Full Name: Batch Processing (Batch Data…

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Category: Data Processing, Computing…

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Type: Data processing technique —…

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Infobox

📚 | Property | Detail | |---|---| | Full Name | Batch Processing (Batch Data Processing) |…
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What is Batch Processing

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Real-time processing: Har kapda…

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Batch processing: Din bhar kapde…

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Trade-off: Individual kapda jaldi…

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History

🎯 Timeline | Era | Period | Development | Impact | |---|---|---|---| | Punch Cards | 1950s…
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How Batch Processing Works

⭐ Processing Flow `mermaid flowchart TD A["📥 Collect<br/>Data accumulates<br/>(logs,…
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Batch Processing Architecture

🔑 Architectural Layers | Layer | Purpose | Technologies | |---|---|---| | Ingestion | Data…
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Batch Processing Patterns

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MapReduce: Massive scale…

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ETL: Business-focused, structured…

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Micro-batch: Near real-time feel…

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MapReduce

🌟 Concept MapReduce = distributed batch processing model — Google ne 2004 me introduce…
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Frameworks and Tools

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Small data (GB): dbt + warehouse…

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Medium data (TB): Spark on…

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Large data (PB): Hadoop ecosystem…

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Orchestration: Airflow…

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ETL and Data Pipelines

📚 ETL vs ELT | Aspect | ETL (Extract-Transform-Load) | ELT (Extract-Load-Transform) |…
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Batch Windows and Scheduling

💡 Batch Window Concept Batch window = allowed time period jisme batch jobs run kar sakte…
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Batch vs Real-Time vs Stream

🎯 | Aspect | Batch Processing | Real-Time Processing | Stream Processing |…
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Performance and Optimization

⭐ Optimization Strategies | Strategy | Description | Impact | |---|---|---| | Data…
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Fault Tolerance and Recovery

🔑 Recovery Strategies | Strategy | How it Works | Framework Example | |---|---|---| |…
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Security Considerations

✨ | Risk | Description | Mitigation | |---|---|---| | Data at rest | Stored data…
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Anti-Patterns

🌟 1. Process Everything Every Time Full refresh — 10 TB daily. Monday ka data bhi, pichle…
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Real-World Examples

🚀 1. Netflix Recommendation Engine Scenario: 200M+ subscribers. Har user ke viewing history…
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Common Mistakes

📚 1. Data growth plan nahi karna — Job aaj 1 hour me complete. 6 months me data 10x grow.…
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Best Practices

💡 1. Incremental Processing — Sirf new/changed data process karo. Full refresh expensive.…
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Interview Perspective

🎯 Common Questions aur Answers Q1: Batch processing kya hai? Stream processing se kaise…
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Glossary

⭐ | Term | Definition | |---|---| | Batch Processing | Data processing technique — data…
Comparison
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Batch vs Real-Time vs Stream

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Data: Bounded (finite set)

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Timing: Scheduled intervals

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Latency: Minutes to hours

Diagram
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Visual Flow

📊 Diagram visualization — details in narration
Diagram
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Visual Flow

📊 Diagram visualization — details in narration
Related Topics

See Also

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Batch Job

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Batch File

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ETL

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MapReduce

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Apache Spark

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Apache Hadoop

Quick Quiz
🧠 QUIZ TIME

Quiz — Question 1

Batch Processing ka sabse sahi definition kya hai?

Quick Quiz
🧠 QUIZ TIME

Quiz — Question 2

Batch Processing ka 'Full Name' kya hai?

Complete! 🎉
COMPLETE

Batch Processing Complete!

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Batch Processing Complete

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