In this video we are going to see how you can attach 2 or more notebooks to a single spark pool and run them parallel like we do in Databricks.
Wednesday, October 04, 2023
Friday, September 01, 2023
Azure Synapse Analytics - Easy Fix AVAILABLE_COMPUTE_CAPACITY_EXCEEDED by creating new Spark Pool
In this video, we will see how you can fix the error AVAILABLE_COMPUTE_CAPACITY_EXCEEDED that you will generally face when you are trying to create a new spark pool and using same pool to another notebook. In this video, to fix that issue we will create a new pool by requesting for vCores
Quota Documentation :
https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-concepts
To submit ticket:
ENROLL NOW TO LEARN AZURE SYNAPSE ANALYTICS FROM SCRATCH!!
Couse link [WITH COUPON CODE] : https://www.udemy.com/course/basics-to-advanced-azure-synapse-analytics-hands-on-project/learn/lecture/39340886?couponCode=FIRST70
What you'll benefit from this course?
1. Synapse concepts: Complete basic to advanced understanding of Azure Synapse Analytics.
2. PySpark from Scratch: Explore 50+ essential PySpark Transformations that power data manipulation and enrichment.
3. Access to 45 + Spark notebooks : Acquire a comprehensive library of 45+ PySpark notebooks for efficient data cleansing and transformation.
4. Build entire project with Synapse: Dive into hands-on learning, building a modern data warehouse using Azure Synapse.
5. Python for Data Engineers: Discover the role of Python in Data Engineering and its crucial applications.
6. Spark pool for data analysis: Harness the capabilities of Spark Pools for processing large-scale data workloads.
7. Spark Optimization techniques: Optimize your PySpark skills with Spark Optimization techniques for enhanced performance.
8. Delta lake and its features: Uncover the principles and advantages of Delta Lake as a reliable data storage and management solution.
Monday, August 21, 2023
Azure Synapse Analytics - Course Architecture - Build complete project only using synapse and PySpark!
Build entire project using
Azure Synapse Analytics focused on PySpark
Course link [With coupon Code]
: https://www.udemy.com/course/basics-to-advanced-azure-synapse-analytics-hands-on-project/learn/lecture/39340886?couponCode=FIRST70
What you'll learn from this
course?
1. Synapse concepts: Complete
basic to advanced understanding of Azure Synapse Analytics.
2. PySpark from Scratch:
Explore 50+ essential PySpark Transformations that power data manipulation and
enrichment.
3. Access to 45 + Spark
notebooks : Acquire a comprehensive library of 45+ PySpark notebooks for
efficient data cleansing and transformation.
4. Build entire project with
Synapse: Dive into hands-on learning, building a modern data warehouse using
Azure Synapse.
5. Python for Data Engineers:
Discover the role of Python in Data Engineering and its crucial applications.
6. Spark pool for data
analysis: Harness the capabilities of Spark Pools for processing large-scale
data workloads.
7. Spark Optimization
techniques: Optimize your PySpark skills with Spark Optimization techniques for
enhanced performance.
8. Delta lake and its features:
Uncover the principles and advantages of Delta Lake as a reliable data storage
and management solution.
Thursday, August 17, 2023
Introducing my new course: "Basics to Advanced: Azure Synapse Analytics Hands-On Project" 📊
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you'll gain a complete understanding of Azure Synapse Analytics, from its
fundamental principles to advanced techniques.
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Here's what you'll experience in this comprehensive course:
- 🧠 Complete basic to advanced understanding of Azure
Synapse Analytics.
- ✨ Explore 50+ essential PySpark Transformations that
power data manipulation and enrichment.
- 📓 Acquire a comprehensive library of 45+ PySpark
notebooks for efficient data cleansing and transformation.
- 🏗️ Dive into hands-on learning, building a modern data
warehouse using Azure Synapse.
- 🐍 Discover the role of Python in Data Engineering and
its crucial applications.
- 💡 Harness the capabilities of Spark Pools for processing
large-scale data workloads.
- ⚙️ Optimize your PySpark skills with Spark Optimization
techniques for enhanced performance.
- 🌊 Uncover the principles and advantages of Delta Lake as
a reliable data storage and management solution.
Are
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and unlock the endless possibilities that Azure Synapse Analytics has to offer!
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Friday, June 23, 2023
Azure Synapse Analytics - Can 2 different spark notebooks connect to a same spark pool and execute in parallel?
Azure synapse analytics – Spark
FAQ 1-
Answer: Yes
I’m having workspace capacity of 80vCores
Taking an example, if you have created a spark pool of Node size:
Small (4 vCore – 32 GB size) with 8 nodes.
Total pool size = 32vCores
You can set the number of nodes to be used for each notebook
Notebook 1: Total 3 nodes = (1 driver node and 2
executor nodes)
4vCores x 3 nodes = 12 vCores used
Notebook 2:
Total 4 nodes (1 driver node and 3 executor nodes)
4vCores x 4 = 16 vCores used
12 vCores + 16 vCores = 28 vCores
Total of pool size with 32vCores, 28vCores were utilized which
is 87.5% utilization.
You can run 2 notebooks having a single Spark pool
FAQ 2: Can these share the variables or Temporary views
created in their notebooks as they are attached to same pool?
Answer: No
Explanation:
Apache Spark for Synapse is designed as a job service and
not a cluster model. It creates a separate Apache Spark application to run each
notebook.
Friday, June 09, 2023
Azure Data Factory + Azure Synapse Analytics - END to END development Project course - Grab 50% OFF COUPON and ENROLL NOW!
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Throughout this course, you'll gain practical hands-on experience with Azure Data Factory and Azure Synapse Analytics, learning how to use these powerful data engineering tools to create a highly effective ETL solution. You'll explore the many features and capabilities of these platforms, as well as their integration with other Azure services like
1. Azure SQL Database
2. Azure Synapse Analytics
3. Azure Key Vault
4. Azure Data Factory for Orchestration,
5. Azure Storage solutions (Azure Datalake Gen2)
6. Microsoft Power BI
7. Azure Logic Apps
============================
Linkedln : https://www.linkedin.com/in/shanmukh-sattiraju/
View the below video for project architecture:
Azure Synapse Analytics - Reading files from Azure Datalake and Writing to ADLS using PySpark
Accessing storage account from Azure Synapse Analytics
This can be directly accessed using Linked service,
With linked service we can access by "Account key" or by "User assigned Managed Identity"
Microsoft reference Documentation link:
https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-secure-credentials-with-tokenlibrary?pivots=programming-language-python
Monday, March 27, 2023
Power BI - Use columns as filters and dynamically change data of the visuals without bookmarks !
In this video we are making use of columns as filters without using any bookmarks or buttons to change the data inside the visuals.
We are making use of Field Parameter to change the visuals dynamically. This will help us to reduce the effort of using bookmarks if we have multiple values to filter or changes in a specific visual.
Wednesday, March 08, 2023
New course on Complete end to end ETL project on OTT Platform using Azure Data Factory + Azure Synapse Analytics from Scratch!!
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Throughout this course, you'll gain practical hands-on experience with Azure Data Factory and Azure Synapse Analytics, learning how to use these powerful data engineering tools to create a highly effective ETL solution. You'll explore the many features and capabilities of these platforms, as well as their integration with other Azure services like
1. Azure SQL Database
2. Azure Synapse Analytics
3. Azure Key Vault
4. Azure Data Factory for Orchestration,
5. Azure Storage solutions (Azure Datalake Gen2)
6. Microsoft Power BI
7. Azure Logic Apps
Monday, February 06, 2023
Azure Data Factory- Execute Synapse Analytics notebook from ADF pipeline- New feature!!
We recently have seen ADF added a new feature to call the notebook of Synapse analytics from Azure Data Factory.
We have a notebook activity been added in Azure Data Factory, in this video we are going to see how to run that notebook from ADF
Monday, January 09, 2023
Power BI - How to generate Fiscal Year columns in Date Table using DAX Formulas
Here we are going to see How to generate Fiscal Year columns in Date Table in Power BI using DAX.
We are seeing how to create Fiscal Year Number, Fiscal Month, Fiscal Month Number, Fiscal Quarter, Fiscal Year with Quarter, Fiscal Year With Month.
