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18.1.Python-Errors & Exceptions
31.Python-Debugging & Logging
1. Python-Install
1.1 Matillion-What is ETL and Why It Matters
1.2.Matillion-Introduction to ETL
1.3.Matillion-Key Benefits of cloud-Native ETL
1.Matillion-Introduction
1.What is SQL? Introduction to Databases
10.1. Operating System Interface
10.Python’s if, elif, and else statements
10.SQL-Advanced Techniques for Performance & Scalability
11. Python-Lists Deep Dive
11.3. Working with Binary Data Record Layouts
11.SQL in the Cloud: Platforms, Web Integration & NoSQL Comparison
12.2. Creating Virtual Environments
12.Python Core Data Structures & Functions
13:Python- Dictionaries Deep Dive
14.Pyhton-Comprehensions
15.1 Python-Functions I: Defining & Calling
15.Python-Functions I: Defining & Calling
16.Python-Functions II — Scope, Closures, *args/**kwargs
17Python-.Functions II and Environment, Errors, Files
18.Python-Errors & Exceptions
19.Python-Files & Paths with pathlib
2.1 Matillion-Navigating the User Interface
2.2.Matillion-Project and Environment Setup
2.3 Matillion Environments Steps
2.Matillion-Setting Up
2.Python- Install & VS Code: Run Your First Script
2.SQL-Working with Data
20.Python-Context Managers & with
21.Python-CSV & JSON
22.Python-Dates & Times
23.Python-Regular Expressions
24.Python-OOP I: Classes & Objects
25.Python-OOP II: Inheritance & Dunder Methods
26.Python-Iterators & Generators
27. Python-Decorators
28.Python-Type Hints & mypy
29.Python-Dataclasses & Enums
3.1.Matillion-Extracting Data from Cloud Source
3.2.Matillion-Using Connection And API
3.3.Matillion-Data Staging and File Handling
3.Matillion-ETL concepts in Action
3.Python Basics: REPL, Scripts, and Syntax
3.SQL-Intermediate Query Techniques
30.Python-Stdlib Power Tools – itertools, functools, collections
32.Python-Testing with unittest & pytest
33.Python-Packaging – pyproject, build, publish | CLI, Concurrency, I/O, Data
34.Python-Command-line apps with argparse & Typer
35.Python-Packaging-pyproject,build,publish
36.Python-Concurrency – threading & multiprocessing
37.Python-Asyncio Basics
38.Python-HTTP & APIs with requests/httpx
39.Python-Web Scraping with BeautifulSoup
4.1.Matillion-Using the transformation Components
4.2.Matillion-Filtering, Aggregation and Joins
4.3.Matillion Handling Nulls, Data Types, and Formatting
4.Matillion-Data Transformation
4.Python-Variables and Data Types
4.SQL Data Manipulation & Transactions
40.Python-Data Analysis with pandas
41.Python- Visualization with matplotlib & seaborn
42.Python-Working with Excel & PDFs (openpyxl, PyMuPDF)
43.Python-SQLite & SQL Basics with sqlite3
5.1.Matillion-Writing to Snowflake,Redshift, or BigQuery.
5.2.Matillion-Managing Target Tables and Schemas
5.3.MatillionVerifying Load Jobs and output
5.4. Sets
5.Matillion-Loading Data into Cloud Warehouses
5.Python-Numbers and Operators
5.SQL Performance & Optimization
6.1.Matillion-Scheduling Jobs in the Cloud
6.2.Matillion-Logging, Monitoring,and Notification
6.3.Matillion-Using Variables and parameterization
6.MatillionCloud integration features
6.Python-Strings and Text Processing
6.SQL Real-World Applications
7.1.Matillion-Real-World ETL Examples
7.Matillion ETL Components and Real-World Examples
7.Python Tutorial: Input/Output and f-Strings
7.SQL Advanced Use Cases
8.Python-Booleans and Comparisons
8.SQL Performance at Scale
9.Classes
9.Python-Loops, for, while, break, continue
9.SQL for Data Science & Predictive Analytics
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