AWS Cloud Data Analyst

 

🚀 6-Month AWS Data Analyst Roadmap (2026)

Transition from Business Analyst to Cloud Data Expert (Step-by-Step + Projects)

If you’re a Business Analyst with basic data skills, this roadmap gives you a clear, practical path to transition into high-demand roles like:

• AWS Data Analyst

• Cloud Data Analyst

• Technical Business Analyst

• Data Business Analyst

• Entry-Level Product Analyst

This is not theory — it’s a hands-on, portfolio-driven plan aligned with what hiring managers actually expect.

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🎯 Why This Roadmap Works

• Combines BA skills + AWS tools (rare & highly valuable combo)

• Focuses on real-world projects instead of tutorials only

• Covers core AWS data stack used in companies

• Designed for job-ready portfolio + LinkedIn visibility

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⏱️ Study Plan Overview

Duration	Sessions	Projects	AWS Services
6 Months	26 Sessions	3 Portfolio Projects	8+ Services

Weekly Structure:

• Weekdays: 1–1.5 hr (learning + practice)

• Saturday: 5-hour sprint (mandatory)

Saturday Sprint Breakdown:

• 1–2 hr: Concepts + Docs

• 2–3 hr: Hands-on practice

• 3–4 hr: Project build

• 4–5 hr: Documentation (BRD / diagrams)

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📅 Month-by-Month AWS Data Analyst Roadmap

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🟢 Month 1: Data Foundations (Excel + AWS S3 + Glue)

🎯 Goal:

Build your first cloud data pipeline

🧠 Learn:

Business Analyst Skills

• Excel: PivotTables, XLOOKUP, dashboards

• Power Query (data cleaning & transformation)

• BRD (Business Requirement Document) writing

AWS Skills

• Amazon S3: Data lake structure (raw → processed → curated)

• AWS Glue: Crawlers + ETL jobs

• IAM basics (roles & permissions)

🛠️ Project:

👉 Sales Dashboard + Glue ETL Pipeline

• Upload CSV → S3

• Transform using Glue → Parquet

• Query-ready dataset

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🔵 Month 2: Advanced SQL + Amazon Athena

🎯 Goal:

Run production-level analytics on cloud data

🧠 Learn:

SQL Skills

• Window functions (ROW_NUMBER, RANK, LAG)

• CTEs & recursive queries

• Funnel & cohort analysis

AWS Skills

• Amazon Athena

• Glue Catalog (schema + partitions)

• CTAS (Create Table As Select)

🛠️ Project:

👉 E-commerce Analytics System

• Funnel analysis

• Cohort retention

• YoY revenue tracking

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🟣 Month 3: Power BI + Automation (Step Functions + Lambda)

🎯 Goal:

Build dashboards + automate pipelines

🧠 Learn:

BI Skills

• Power BI dashboards

• DAX (CALCULATE, FILTER, RANKX)

• Star schema design

AWS Skills

• AWS Step Functions

• AWS Lambda

• Amazon SNS

🛠️ Project:

👉 Automated Data Pipeline + Executive Dashboard

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🟠 Month 4: Real-Time Data (Kinesis + QuickSight)

🎯 Goal:

Work with real-time streaming data

🧠 Learn:

BA + BI Skills

• Tableau dashboards

• Data flow diagrams (DFD, BPMN)

AWS Skills

• Amazon Kinesis

• Amazon QuickSight

🛠️ Project:

👉 Real-Time Sales Dashboard (Streaming Data)

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🔴 Month 5: Python + Data Warehouse (Redshift + Monitoring)

🎯 Goal:

Automate reporting + monitor pipelines

🧠 Learn:

Python Skills

• Pandas (data cleaning, aggregation)

• Data visualization

AWS Skills

• Amazon Redshift

• Amazon CloudWatch

🛠️ Project:

👉 Python EDA + Redshift Warehouse + Monitoring Alerts

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⚫ Month 6: Governance + Portfolio (EMR + Lake Formation)

🎯 Goal:

Build a governed enterprise data lake

🧠 Learn:

BA Skills

• Confluence documentation

• Agile (Jira, user stories)

• Data governance

AWS Skills

• Amazon EMR

• AWS Lake Formation

🛠️ Project:

👉 Governed Data Lake with Role-Based Access

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💼 Final Portfolio Projects (Job-Ready)

🧩 Project 1: End-to-End Retail Data Pipeline

• S3 → Glue → Athena → QuickSight

• Fully automated with Lambda + Step Functions

⚡ Project 2: Real-Time Clickstream Analytics

• Kinesis → S3 → Glue → Redshift

• Python-based event simulation

🔐 Project 3: Governed Data Lake

• EMR + Lake Formation + Power BI

• Role-based access (Finance, Ops, Compliance)

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🎯 Job Role Mapping

Role	Skills You Gain
AWS Data Analyst	SQL, Athena, Glue, dashboards
Cloud Data Analyst	ETL, pipelines, architecture
Technical BA	BRD, workflows, AWS systems
Data BA	BI tools + stakeholder reporting

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💡 Pro Tips (Highly Important)

✅ Use AWS Free Tier Smartly

Set billing alerts at ₹400–₹500 (~$5)

✅ Build in Public

• Upload everything to GitHub

• Share progress weekly on LinkedIn

✅ Think Like a Hybrid Professional

👉 Document like BA + Build like Engineer

✅ Use Real Datasets

Use Kaggle (Retail, Finance, E-commerce)

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🚀 Final Thoughts

This roadmap is not just a course plan — it’s a career transition strategy.

If you follow it seriously:

• You’ll build real AWS projects

• You’ll create a job-ready portfolio

• You’ll stand out in interviews

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