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Analytics platform architecture

Analytics platform architecture ka matlab hai: ek aisa system design jisme company ka data (events,…

Overview

Analytics platform architecture — Quick Facts

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Field: Value

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Type: Platform architecture (data +…

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Primary purpose: Data se insights/metrics nikalna,…

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Typical users: Analysts, product teams,…

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Overview

🏗️ Analytics platform architecture usually 5 layers me sochi jaati hai: 1) Ingestion: data…

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Why analytics platform architecture matters

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Trust: Agar metrics inconsistent…

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Speed: Slow queries = slow…

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Cost: Bad architecture se…

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Security/Privacy: PII (personal…

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High-level architecture (layers)

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Sources: apps events, logs, DB…

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Important: data format +…

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Risk: “garbage in” aaya to…

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Raw zone: data as-is (future…

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Data flow: end-to-end

⚙️ Neeche ek simplified flow hai jo beginner ko overall picture deta hai: `mermaid flowchart…

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Key components (table)

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Data modeling basics (beginner)

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Schema: data ka structure…

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Event: “kya hua” ka record (e.g.,…

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Dimension: category info (country,…

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Metric: number we care about…

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Reliability, scalability, and performance

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Retry strategy, idempotency (same…

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Data freshness SLAs (e.g.,…

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Partitioning/sharding concepts

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Horizontal scale (more workers) vs…

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Security & privacy

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Data security: encryption at…

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Privacy: PII ko minimize, masking,…

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Observability and operations

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Pipeline failures alerts

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Data quality monitors (sudden…

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Usage metrics (kaun datasets use…

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Ownership (on-call)

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Common mistakes

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“Just dump everything” approach:…

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Metrics definitions distributed:…

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No data quality checks: wrong…

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Access sprawl: sensitive data too…

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Example scenarios (real-life)

🔧 1) Product growth: signup funnel drop identify karna. 2) Marketing: campaign performance…

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Checklist (what “good” looks like)

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Data sources standardized +…

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Raw + curated separation clear

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Central metric definitions…

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Data quality checks with alerts

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Comparison of common architecture patterns (table)

🏛️ | Pattern | When it fits | Pros | Cons | |---|---|---|---| | ETL-first warehouse | Stable…

Comparison

Comparison of common architecture patterns (table)

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ETL-first warehouse: Stable reporting…

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ELT with raw lake: Many diverse sources

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Lakehouse style: Mix of BI + data…

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

Analytics platform architecture ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

Analytics platform architecture ka 'Type' kya hai?

Complete! 🎉

Analytics platform architecture Complete!

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