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Data Developer & Engineer

Cost Optimize

korawica/ddedocs

Data Developer & Engineer

korawica/ddedocs

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Tools
Tools
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  - Git
    
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- Orchestration
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  - Airflow
    
    Airflow
    
    Sensor
    
    Repeatable DAGs
    
    Cost Optimize
    
    Pool
    
    Unittest
    
    Implements
    Implements
    
    CICD
    
    On K8s
    
    Connections
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    To Kafka
    
    To DBT
    
    To Minio
  - Dagster
    
    Dagster
    
    Dynamic Partition
    
    Connections
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    To DLT
  - Bacalhau
    
    Bacalhau
- Ingestion
  Ingestion
  - Airbyte
    
    Airbyte
    
    With Terraform
  - DltHub
    
    DltHub
- Extract & Transform & Load
  Extract & Transform & Load
  - Pandas
    
    Pandas
    
    SQL Conversion
  - Polars
    
    Polars
    
    Data Pipeline
    
    DeltaLake SCD2
    
    Connections
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    To Synapse
    
    To DeltaLake
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    Kimbal Modeling
    
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    Connections
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  - Spark
    
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    Nested Data Types
    
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    Shuffling
    
    Storage
    
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    Select & SelectExpr
    
    Data Wrangling Functions
    
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    RegExp
    
    Media Files
    
    Unittest
    
    Avoid These at Any Cost
    
    Structured Stream
    
    Structured Stream
    
    Aggregate
    
    Read Files
    
    Multi Query
    
    ForEach Batch
    
    Deploy
    Deploy
    
    On Local
    
    On Docker
    
    On Kubernetes
    
    On Local with DataProc Serverless
    
    Updated
    Updated
    
    Spark 3.4
    Spark 3.4
    
    Parameterised SQL
  - DuckDB
    
    DuckDB
    
    Database
    
    Connections
    Connections
    
    To DeltaLake
- Streaming
  Streaming
  - Kafka
    
    Kafka
    
    With Zookeeper
    
    Use-Cases
    Use-Cases
    
    Agoda
  - Flink
    
    Flink
- Open Table
  Open Table
  - DeltaLake
    
    DeltaLake
    
    Deletion Vector
    
    Liquid Clustering
    
    Partition Z-Order Cluster
    
    Universal Format
    
    Merge
    
    Pyspark API
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    Auto Schema Evolution
    
    Image Files
    
    SCD2
    
    Star Schema
    
    Keeping Fast & Clean
    
    Best Practice
    
    Handling Concurrent Write
    
    Stream Data
  - Iceberg
    
    Iceberg
    
    Reduce Full Scan
    
    Small Files
    
    Concurrent Write
    
    With Pyspark
  - Hudi
    
    Hudi
- Storage
  Storage
  - Hadoop
    
    Hadoop
    
    On Mac
  - MinIO
    
    MinIO
- Quality
  Quality
  - Great Expectations
    
    Great Expectations
    
    With Databricks
    
    With Spark
- CICD & Monitoring
  CICD & Monitoring
  - Jenkins
    
    Jenkins
  - Jira
    
    Jira
  - Vault
    
    Vault
- ML & BI
  ML & BI
  - MLflow
    
    MLflow
  - Pinot
    
    Pinot
  - Trino
    
    Trino
- Programing Languages
  Programing Languages
  - Shell
    
    Shell
    
    App
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    PowerShell
    
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    RestAPI
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    SQL
    
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  - Python
    
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    Data Structure for DE
    
    Threading
    
    Libraries
    Libraries
    
    Pytest
    
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    Pydantic
    
    SQLAlchemy
    
    Functional Programing
    Functional Programing
    
    Monad
    
    Toolz
    
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    Rust
    
    With Rust
    
    Migration
    
    Versions
    Versions
    
    Python 3.12
  - GO
    
    GO
    
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    Tools
    
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    Scala
    
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    OOP Concept
  - Rust
    
    Rust
    
    Learning
    
    From Python
    
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Blogs
Blogs
- Datetime

Airflow: Cost Optimize

https://medium.com/@mariusz_kujawski/flats-price-analysis-airflow-duckdb-power-bi-and-gcp-df58c4c04378