Perfect.
Today we’ll demystify AWS networking in a way that is useful, minimal, and permanent for a Data Engineer / Python developer.
You will not become a network engineer —
you will become network-aware enough to design & debug real AWS systems.
📅 DAY 3 — AWS NETWORKING (ONLY WHAT DATA ENGINEERS MUST MASTER)
VPC, Subnets, Public vs Private, and Why Things “Can’t Connect”
Amazon VPC
🎯 DAY 3 GOAL
By the end of today, you will:
- Understand VPC, Subnets, Routing clearly
- Know why some services need VPC and some don’t
- Never panic when someone says “network issue”
- Answer AWS networking interview questions confidently
🧠 PART 1 — WHAT A VPC REALLY IS (NO JARGON)
❌ Wrong understanding
VPC = networking service
✅ Correct understanding
VPC = your private data center inside AWS
Everything you launch (EC2, EMR, RDS) lives inside a VPC.
AWS Region
└── VPC
├── Subnets
│ ├── EC2
│ ├── EMR
│ └── RDS
📌 Glue & Lambda can run outside VPC (we’ll explain why)
🧩 PART 2 — SUBNETS (PUBLIC vs PRIVATE)


What is a Subnet?
A subnet is a slice of a VPC, usually inside one AZ.
🔓 Public Subnet
Has access to the internet
Used for:
- Bastion host
- Load balancer
- Public APIs
🔒 Private Subnet
❌ No direct internet access
Used for:
- EMR
- RDS
- Backend services
📌 Data workloads should live in private subnets
🧠 PART 3 — ROUTING (THIS CAUSES 80% OF ISSUES)
Internet Gateway (IGW)
- Allows public subnet → internet
NAT Gateway
- Allows private subnet → internet (outbound only)


Real-Life Example
EMR in private subnet
→ Needs to download Spark libs
→ Uses NAT Gateway
📌 No NAT = EMR bootstrap fails
🧠 PART 4 — SECURITY GROUPS vs NACLs (INTERVIEW FAVORITE)
| Feature | Security Group | NACL |
|---|---|---|
| Level | Instance | Subnet |
| Stateful | ✅ Yes | ❌ No |
| Commonly used | ✅ YES | ❌ Rare |
📌 Security Groups = main firewall you care about
🧠 PART 5 — WHY SOME AWS SERVICES DON’T NEED VPC
❓ Why Glue / Athena work without VPC?
Because:
- They are AWS-managed
- They access S3 via AWS backbone
- No customer-managed network required
❓ Why EMR NEEDS VPC?
Because:
- EMR runs on EC2
- EC2 must live in a VPC
- You control networking
🧠 PART 6 — DATA ENGINEER NETWORKING PATTERNS (REAL LIFE)
🔹 Pattern 1 — EMR (PRIVATE)
Private Subnet
+ NAT Gateway
+ S3 access
Used in 90% companies.
🔹 Pattern 2 — Lambda (NO VPC)
Lambda
→ S3
→ Glue
Faster, cheaper, simpler.
🔹 Pattern 3 — Lambda INSIDE VPC (RARE)
Used only when:
- Needs RDS
- Needs private service
⚠️ Adds complexity & cold start
🧠 PART 7 — COMMON REAL-WORLD FAILURES (VERY IMPORTANT)
❌ EMR can’t access S3
➡ IAM role or NAT missing
❌ Glue job stuck
➡ VPC misconfiguration
❌ Lambda timeout
➡ VPC ENI cold start
🎤 INTERVIEW STATEMENTS (MEMORIZE)
✔ “VPC provides network isolation within an AWS region.”
✔ “Private subnets are used for data workloads like EMR and RDS.”
✔ “Glue and Athena don’t require VPC because AWS manages networking.”
✔ “NAT Gateway allows outbound internet access for private subnets.”
🧪 DAY 3 THINKING EXERCISE
Answer mentally:
- Why is EMR placed in private subnets?
- Why is NAT needed for EMR but not for Glue?
- What happens if a private subnet has no route to NAT?
🧠 DAY 3 MEMORY MAP (SAVE THIS)
VPC = Private Data Center
Public Subnet → Internet
Private Subnet → No Internet
IGW → Public access
NAT → Private outbound access
Security Group > NACL
⏭️ DAY 4 PREVIEW — EC2 DEEP DIVE (WHY IT STILL MATTERS)
Tomorrow:
- EC2 vs Lambda vs Containers
- Instance families
- EBS vs instance store
- Why EC2 still exists in serverless world
- Bastion host concept
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DAY 4
We continue building mastery 🚀