Data Engineers
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V's of Big Data
๐Ÿ”ฅ1
๐—ช๐—ฎ๐—ป๐˜ ๐˜๐—ผ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—”๐—œ ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜? ๐—›๐—ฒ๐—ฟ๐—ฒโ€™๐˜€ ๐—›๐—ผ๐˜„!๐Ÿ˜

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๐Ÿ“ข Start watching today and stay ahead in the AI revolution! ๐Ÿš€
โค2
Roadmap to Become DevOps Engineer ๐Ÿ‘จโ€๐Ÿ’ป

๐Ÿ“‚ Linux Basics
โ€ƒโˆŸ๐Ÿ“‚ Scripting Skills
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ CI/CD Tools
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Containerization
โ€ƒโ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Cloud Platforms
โ€ƒโ€ƒโ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Build Projects
โ€ƒโ€ƒโ€ƒโ€ƒโ€ƒโ€ƒโˆŸ โœ… Apply For Job
๐—›๐—ฎ๐—ฟ๐˜ƒ๐—ฎ๐—ฟ๐—ฑ ๐—ถ๐˜€ ๐—ข๐—ณ๐—ณ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ โ€“ ๐——๐—ผ๐—ปโ€™๐˜ ๐— ๐—ถ๐˜€๐˜€ ๐—ข๐˜‚๐˜!๐Ÿ˜

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๐Ÿ’ก Whether youโ€™re a student, working professional, or just eager to learnโ€”

This is your golden opportunity!โœ…๏ธ
You will be 18x better at Azure Data Engineering

If you cover these topics:

1. Azure Fundamentals
โ€ข Cloud Computing Basics
โ€ข Azure Global Infrastructure
โ€ข Azure Regions and Availability Zones
โ€ข Resource Groups and Management

2. Azure Storage Solutions
โ€ข Azure Blob Storage
โ€ข Azure Data Lake Storage (ADLS)
โ€ข Azure SQL Database
โ€ข Cosmos DB

3. Data Ingestion and Integration
โ€ข Azure Data Factory
โ€ข Azure Event Hubs
โ€ข Azure Stream Analytics
โ€ข Azure Logic Apps

4. Big Data Processing
โ€ข Azure Databricks
โ€ข Azure HDInsight
โ€ข Azure Synapse Analytics
โ€ข Spark on Azure

5. Serverless Compute
โ€ข Azure Functions
โ€ข Azure Logic Apps
โ€ข Azure App Services
โ€ข Durable Functions

6. Data Warehousing
โ€ข Azure Synapse Analytics (formerly SQL Data Warehouse)
โ€ข Dedicated SQL Pool vs. Serverless SQL Pool
โ€ข Data Marts
โ€ข PolyBase

7. Data Modeling
โ€ข Star Schema
โ€ข Snowflake Schema
โ€ข Slowly Changing Dimensions
โ€ข Data Partitioning Strategies

8. ETL and ELT Pipelines
โ€ข Extract, Transform, Load (ETL) Patterns
โ€ข Extract, Load, Transform (ELT) Patterns
โ€ข Azure Data Factory Pipelines
โ€ข Data Flow Activities

9. Data Security
โ€ข Azure Key Vault
โ€ข Role-Based Access Control (RBAC)
โ€ข Data Encryption (At Rest, In Transit)
โ€ข Managed Identities

10. Monitoring and Logging
โ€ข Azure Monitor
โ€ข Azure Log Analytics
โ€ข Azure Application Insights
โ€ข Metrics and Alerts

11. Scalability and Performance
โ€ข Vertical vs. Horizontal Scaling
โ€ข Load Balancers
โ€ข Autoscaling
โ€ข Caching with Azure Redis Cache

12. Cost Management
โ€ข Azure Cost Management and Billing
โ€ข Reserved Instances and Spot VMs
โ€ข Cost Optimization Strategies
โ€ข Pricing Calculators

13. Networking
โ€ข Virtual Networks (VNets)
โ€ข VPN Gateway
โ€ข ExpressRoute
โ€ข Azure Firewall and NSGs

14. CI/CD in Azure
โ€ข Azure DevOps Pipelines
โ€ข Infrastructure as Code (IaC) with ARM Templates
โ€ข GitHub Actions
โ€ข Terraform on Azure

Here, you can find Data Engineering Resources ๐Ÿ‘‡
https://whatsapp.com/channel/0029Vaovs0ZKbYMKXvKRYi3C

All the best ๐Ÿ‘๐Ÿ‘
๐Ÿ‘4โค1
๐Ÿฒ ๐—™๐—ฅ๐—˜๐—˜ ๐—ฌ๐—ผ๐˜‚๐—ง๐˜‚๐—ฏ๐—ฒ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐˜๐—ผ ๐—ž๐—ถ๐—ฐ๐—ธ๐˜€๐˜๐—ฎ๐—ฟ๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜๐—ถ๐—ฐ๐˜€ ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ!๐Ÿ˜

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๐Ÿ“Œ Save this now and start learning today!
20 recently asked ๐—ž๐—”๐—™๐—ž๐—” interview questions.

- How do you create a topic in Kafka using the Confluent CLI?
- Explain the role of the Schema Registry in Kafka.
- How do you register a new schema in the Schema Registry?
- What is the importance of key-value messages in Kafka?
- Describe a scenario where using a random key for messages is beneficial.
- Provide an example where using a constant key for messages is necessary.
- Write a simple Kafka producer code that sends JSON messages to a topic.
- How do you serialize a custom object before sending it to a Kafka topic?
- Describe how you can handle serialization errors in Kafka producers.
- Write a Kafka consumer code that reads messages from a topic and deserializes them from JSON.
- How do you handle deserialization errors in Kafka consumers?
- Explain the process of deserializing messages into custom objects.
- What is a consumer group in Kafka, and why is it important?
- Describe a scenario where multiple consumer groups are used for a single topic.
- How does Kafka ensure load balancing among consumers in a group?
- How do you send JSON data to a Kafka topic and ensure it is properly serialized?
- Describe the process of consuming JSON data from a Kafka topic and converting it to a usable format.
- Explain how you can work with CSV data in Kafka, including serialization and deserialization.
- Write a Kafka producer code snippet that sends CSV data to a topic.
- Write a Kafka consumer code snippet that reads and processes CSV data from a topic.

Here, you can find Data Engineering Resources ๐Ÿ‘‡
https://whatsapp.com/channel/0029Vaovs0ZKbYMKXvKRYi3C

All the best ๐Ÿ‘๐Ÿ‘
๐Ÿ‘2
ETL vs ELT
โค11๐Ÿ‘5
๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—ฆ๐—ผ๐—ณ๐˜ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ ๐—ฆ๐˜‚๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€!๐Ÿ˜

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๐Ÿ‘1
SQL Interview Ques & ANS ๐Ÿ’ฅ
๐Ÿ‘4
๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—ฆ๐—ค๐—Ÿ ๐—ณ๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜๐—ถ๐—ฐ๐˜€ ๐—ถ๐—ป ๐—๐˜‚๐˜€๐˜ ๐Ÿญ๐Ÿฐ ๐——๐—ฎ๐˜†๐˜€!๐Ÿ˜

Want to become a SQL pro in just 2 weeks?

SQL is a must-have skill for data analysts! ๐ŸŽฏ

This step-by-step roadmap will take you from beginner to advanced ๐Ÿ“

๐‹๐ข๐ง๐ค๐Ÿ‘‡:-

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๐Ÿ“Œ Follow this roadmap, practice daily, and take your SQL skills to the next level!