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Introduction: The Importance of Layered Architecture in Data Engineering What is Databricks and How Does It Fit into Modern Data Engineering? The Bronze, Silver, and Gold Architecture: An Overview Implementing the Bronze Layer in Databricks df_bronze = spark.readStream \ .format(“cloudFiles”) \ .option(“cloudFiles.format”, “json”) \ .load(“/mnt/raw_data”) \ .withColumn(“ingestion_time”, current_timestamp()) df_bronze.writeStream \ .format(“delta”) \ .outputMode(“append”) \ .option(“checkpointLocation”, […]

Introduction: Why Azure Data Engineering is Critical for Businesses Define data engineering and its importance. Briefly introduce Azure as a leading cloud service provider. Discuss why businesses need effective data engineering to thrive in today’s digital age. What is Azure Data Engineering? Define Azure Data Engineering. Highlight the key services in Azure that relate to