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# Setup Test Data | |
df = spark.read.format("csv").option("header", "true").load(f"s3://{AWS_BUCKET}/data/input_data.csv") | |
df.registerTempTable("input_data") | |
df = spark.read.format("csv").option("header", "true").load(f"s3://{AWS_BUCKET}/data/input_data_updates.csv") | |
df.registerTempTable("input_data_updates") | |
## CREATE TABLE | |
sql_stmnt = f""" | |
CREATE OR REPLACE TABLE iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_1 | |
USING iceberg | |
TBLPROPERTIES ('table_type'='ICEBERG', 'format-version'='2') | |
LOCATION 's3://{AWS_BUCKET}/data/{GLUE_DB_NAME}/iceberg_data_1' | |
AS SELECT * FROM input_data | |
""" | |
spark.sql(sql_stmnt).show() | |
# OR | |
sql_stmnt = f""" | |
CREATE TABLE IF NOT EXISTS iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_2 ( | |
id string, | |
name string | |
) | |
USING iceberg | |
TBLPROPERTIES ('table_type'='ICEBERG', 'format-version'='2') | |
LOCATION 's3://{AWS_BUCKET}/data/{GLUE_DB_NAME}/iceberg_data_2' | |
""" | |
print(f"Executing SparkSQL:\n`{sql_stmnt}`") | |
spark.sql(sql_stmnt).show() | |
## INSERT | |
sql_stmnt = f""" | |
INSERT OVERWRITE TABLE iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_2 SELECT * FROM input_data | |
""" | |
print(f"Executing SparkSQL:\n`{sql_stmnt}`") | |
spark.sql(sql_stmnt).show() | |
# OR | |
sql_stmnt = f""" | |
INSERT INTO iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_2 VALUES ('5', 'Ram') | |
""" | |
print(f"Executing SparkSQL:\n`{sql_stmnt}`") | |
spark.sql(sql_stmnt).show() | |
## UPSERT | |
sql_stmnt = f""" | |
MERGE INTO iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_2 AS data | |
USING input_data_updates AS updates | |
ON data.id = updates.id | |
WHEN MATCHED THEN | |
UPDATE SET * | |
WHEN NOT MATCHED | |
THEN INSERT * | |
""" | |
print(f"Executing SparkSQL:\n`{sql_stmnt}`") | |
spark.sql(sql_stmnt).show( | |
## UPDATE | |
sql_stmnt = f""" | |
UPDATE iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_2 SET name = "who?" WHERE id = '1' | |
""" | |
print(f"Executing SparkSQL:\n`{sql_stmnt}`") | |
spark.sql(sql_stmnt).show() | |
## DELETE | |
sql_stmnt = f""" | |
DELETE FROM iceberg_catalog.{GLUE_DB_NAME}.iceberg_data_2 WHERE id = "1" | |
""" | |
print(f"Executing SparkSQL:\n`{sql_stmnt}`") | |
spark.sql(sql_stmnt).show() |
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