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This commit is contained in:
EC2 Default User 2024-06-19 23:18:24 +00:00
parent c543423de6
commit 8d6b3978cd
11 changed files with 993 additions and 5 deletions
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35
labs/query_sql.sql Normal file
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WITH cte AS(
SELECT
DISTINCT date_format(from_unixtime(transaction_ts),'%Y-%m-%dT%H') AS HourlyBucket,
RANK() OVER(PARTITION BY (date_format(from_unixtime(transaction_ts),'%Y-%m-%dT%H')), symbol, type ORDER BY dollar_amount DESC) AS ranking,
transaction_ts,
symbol,
price,
amount,
dollar_amount,
type,
trans_id,
year,
month,
day,
hour
FROM "datalake_raw_613161579745_rc_1201682"."crawler_stockdata"
ORDER BY HourlyBucket
)
SELECT
HourlyBucket,
ranking,
transaction_ts,
symbol,
price,
amount,
dollar_amount,
type,
trans_id,
year,
month,
day,
hour
FROM cte
WHERE ranking = 1
ORDER BY HourlyBucket, symbol, type

28
labs/terraform/athena.tf Normal file
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resource "aws_s3_bucket" "athena_results" {
bucket = "athena-results-${var.account_number}-${var.student_initials}-${var.student_index_no}"
force_destroy = true
tags = merge(local.common_tags, )
}
resource "aws_s3_bucket_lifecycle_configuration" "athena_results_lifecycle" {
bucket = aws_s3_bucket.athena_results.id
rule {
id = "standard-expiration"
status = "Enabled"
expiration {
days=1
}
}
}
resource "aws_athena_workgroup" "athena_workgroup" {
name = "development"
configuration {
enforce_workgroup_configuration = true
result_configuration {
output_location = "s3://${aws_s3_bucket.athena_results.bucket}/output/"
}
}
force_destroy = true
}

16
labs/terraform/glue.tf Normal file
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resource "aws_glue_catalog_database" "datalake_db_processed_zone" {
name = "datalake_processed_${var.account_number}_${var.student_initials}_${var.student_index_no}"
}
resource "aws_glue_crawler" "glue_crawler_raw_zone" {
database_name = aws_glue_catalog_database.datalake_db_raw_zone.name
name = "gc-raw-${var.account_number}-${var.student_initials}-${var.student_index_no}"
role = var.lab_role_arn
table_prefix = "crawler_"
s3_target {
path = "s3://${aws_s3_bucket.raw_bucket.bucket}/raw-zone/stockdata/"
}
tags = merge(local.common_tags, )
}

3
labs/terraform/glue_dc.tf Normal file
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resource "aws_glue_catalog_database" "datalake_db_raw_zone" {
name = "datalake_raw_${var.account_number}_${var.student_initials}_${var.student_index_no}"
}

16
labs/terraform/kinesis.tf Normal file
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resource "aws_kinesis_stream" "cryptostock_stream" {
name = "cryptostock-${var.account_number}-${var.student_initials}-${var.student_index_no}"
shard_count = 1
enforce_consumer_deletion = true
shard_level_metrics = [
"IncomingBytes",
"OutgoingBytes",
"IncomingRecords",
"OutgoingRecords"
]
tags = {
Purpose = "UAM Cloud Data Processing"
Environment = "DEV"
Owner = var.student_full_name
}
}

16
labs/terraform/kinesis_fh.tf Normal file
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resource "aws_kinesis_firehose_delivery_stream" "stock_delivery_stream"{
name ="firehose-${var.account_number}-${var.student_initials}-${var.student_index_no}"
destination = "extended_s3"
kinesis_source_configuration {
kinesis_stream_arn = aws_kinesis_stream.cryptostock_stream.arn
role_arn = var.lab_role_arn
}
extended_s3_configuration {
role_arn = var.lab_role_arn
bucket_arn = aws_s3_bucket.raw_bucket.arn
buffering_size = 1
buffering_interval = 60
prefix ="raw-zone/stockdata/year=!{timestamp:yyyy}/month=!{timestamp:MM}/day=!{timestamp:dd}/hour=!{timestamp:HH}/"
error_output_prefix ="${"raw-zone/stockdata_errors/!{firehose:error-output-type}/year=!{timestamp:yyyy}"}${"/month=!{timestamp:MM}/day=!{timestamp:dd}/hour=!{timestamp:HH}"}/"
}
}

36
labs/terraform/lambda.tf Normal file
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resource "aws_lambda_layer_version" "aws_wrangler" {
filename = "../lambda/awswrangler-layer-2.7.0-py3.8.zip"
layer_name = "aws_wrangler_${var.account_number}_${var.student_initials}_${var.student_index_no}"
source_code_hash = "${filebase64sha256("../lambda/awswrangler-layer-2.7.0-py3.8.zip")}"
compatible_runtimes = ["python3.8"]
}
resource "aws_lambda_function" "etl_post_processing" {
function_name = "etl-post-processing-${var.account_number}-${var.student_initials}-${var.student_index_no}"
filename = "../lambda/lambda_definition.zip"
handler = "lambda_definition.etl_function"
runtime = "python3.8"
role = var.lab_role_arn
timeout = 300
memory_size = 512
source_code_hash= filebase64sha256("../lambda/lambda_definition.zip")
layers = ["${aws_lambda_layer_version.aws_wrangler.arn}"]
}
resource "aws_lambda_permission" "allow_bucket" {
statement_id = "AllowExecutionFromS3Bucket"
action = "lambda:InvokeFunction"
function_name = aws_lambda_function.etl_post_processing.arn
principal = "s3.amazonaws.com"
source_arn = aws_s3_bucket.raw_bucket.arn
}
resource "aws_s3_bucket_notification" "trigger_etl_lambda" {
bucket = aws_s3_bucket.raw_bucket.id
lambda_function {
lambda_function_arn = aws_lambda_function.etl_post_processing.arn
events = ["s3:ObjectCreated:*"]
filter_prefix = "raw-zone/"
}
depends_on = [aws_lambda_permission.allow_bucket]
}

19
labs/terraform/s3.tf Normal file
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resource "aws_s3_bucket" "raw_bucket" {
bucket ="datalake-raw-${var.account_number}-${var.student_initials}-${var.student_index_no}"
force_destroy = true
tags = {
Purpose = "UAM Cloud Data Processing"
Environment = "DEV"
}
}
resource "aws_s3_bucket" "processed_bucket" {
bucket ="datalake-processed-${var.account_number}-${var.student_initials}-${var.student_index_no}"
force_destroy = true
tags = {
Purpose = "UAM Cloud Data Processing"
Environment = "PROD"
}
}

9
labs/terraform/terraform.tfstate Normal file
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{
"version": 4,
"terraform_version": "1.8.1",
"serial": 68,
"lineage": "a7afa363-ceb3-3da5-99b5-5c54dec39deb",
"outputs": {},
"resources": [],
"check_results": null
}

810
labs/terraform/terraform.tfstate.backup Normal file
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{
"version": 4,
"terraform_version": "1.8.1",
"serial": 53,
"lineage": "a7afa363-ceb3-3da5-99b5-5c54dec39deb",
"outputs": {},
"resources": [
{
"mode": "managed",
"type": "aws_athena_workgroup",
"name": "athena_workgroup",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"arn": "arn:aws:athena:us-east-1:613161579745:workgroup/development",
"configuration": [
{
"bytes_scanned_cutoff_per_query": 0,
"enforce_workgroup_configuration": true,
"engine_version": [
{
"effective_engine_version": "Athena engine version 3",
"selected_engine_version": "AUTO"
}
],
"execution_role": "",
"publish_cloudwatch_metrics_enabled": true,
"requester_pays_enabled": false,
"result_configuration": [
{
"acl_configuration": [],
"encryption_configuration": [],
"expected_bucket_owner": "",
"output_location": "s3://athena-results-613161579745-rc-s1201682/output/"
}
]
}
],
"description": "",
"force_destroy": true,
"id": "development",
"name": "development",
"state": "ENABLED",
"tags": null,
"tags_all": {}
},
"sensitive_attributes": [],
"private": "bnVsbA==",
"dependencies": [
"aws_s3_bucket.athena_results"
]
}
]
},
{
"mode": "managed",
"type": "aws_glue_catalog_database",
"name": "datalake_db_processed_zone",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"arn": "arn:aws:glue:us-east-1:613161579745:database/datalake_processed_613161579745_rc_s1201682",
"catalog_id": "613161579745",
"create_table_default_permission": [
{
"permissions": [
"ALL"
],
"principal": [
{
"data_lake_principal_identifier": "IAM_ALLOWED_PRINCIPALS"
}
]
}
],
"description": "",
"federated_database": [],
"id": "613161579745:datalake_processed_613161579745_rc_s1201682",
"location_uri": "",
"name": "datalake_processed_613161579745_rc_s1201682",
"parameters": null,
"tags": null,
"tags_all": {},
"target_database": []
},
"sensitive_attributes": [],
"private": "bnVsbA=="
}
]
},
{
"mode": "managed",
"type": "aws_glue_catalog_database",
"name": "datalake_db_raw_zone",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"arn": "arn:aws:glue:us-east-1:613161579745:database/datalake_raw_613161579745_rc_s1201682",
"catalog_id": "613161579745",
"create_table_default_permission": [
{
"permissions": [
"ALL"
],
"principal": [
{
"data_lake_principal_identifier": "IAM_ALLOWED_PRINCIPALS"
}
]
}
],
"description": "",
"federated_database": [],
"id": "613161579745:datalake_raw_613161579745_rc_s1201682",
"location_uri": "",
"name": "datalake_raw_613161579745_rc_s1201682",
"parameters": {},
"tags": {},
"tags_all": {},
"target_database": []
},
"sensitive_attributes": [],
"private": "bnVsbA=="
}
]
},
{
"mode": "managed",
"type": "aws_glue_crawler",
"name": "glue_crawler_raw_zone",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"arn": "arn:aws:glue:us-east-1:613161579745:crawler/gc-raw-613161579745-rc-s1201682",
"catalog_target": [],
"classifiers": null,
"configuration": "",
"database_name": "datalake_raw_613161579745_rc_s1201682",
"delta_target": [],
"description": "",
"dynamodb_target": [],
"hudi_target": [],
"iceberg_target": [],
"id": "gc-raw-613161579745-rc-s1201682",
"jdbc_target": [],
"lake_formation_configuration": [
{
"account_id": "",
"use_lake_formation_credentials": false
}
],
"lineage_configuration": [
{
"crawler_lineage_settings": "DISABLE"
}
],
"mongodb_target": [],
"name": "gc-raw-613161579745-rc-s1201682",
"recrawl_policy": [
{
"recrawl_behavior": "CRAWL_EVERYTHING"
}
],
"role": "LabRole",
"s3_target": [
{
"connection_name": "",
"dlq_event_queue_arn": "",
"event_queue_arn": "",
"exclusions": null,
"path": "s3://datalake-raw-613161579745-rc-s1201682/raw-zone/stockdata/",
"sample_size": 0
}
],
"schedule": "",
"schema_change_policy": [
{
"delete_behavior": "DEPRECATE_IN_DATABASE",
"update_behavior": "UPDATE_IN_DATABASE"
}
],
"security_configuration": "",
"table_prefix": "crawler_",
"tags": {
"environment": "DEV",
"owner": "Rafal Charzewski",
"purpose": "UAM Cloud Data Processing"
},
"tags_all": {
"environment": "DEV",
"owner": "Rafal Charzewski",
"purpose": "UAM Cloud Data Processing"
}
},
"sensitive_attributes": [],
"private": "bnVsbA==",
"dependencies": [
"aws_glue_catalog_database.datalake_db_raw_zone",
"aws_s3_bucket.raw_bucket"
]
}
]
},
{
"mode": "managed",
"type": "aws_kinesis_firehose_delivery_stream",
"name": "stock_delivery_stream",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 1,
"attributes": {
"arn": "arn:aws:firehose:us-east-1:613161579745:deliverystream/firehose-613161579745-rc-s1201682",
"destination": "extended_s3",
"destination_id": "destinationId-000000000001",
"elasticsearch_configuration": [],
"extended_s3_configuration": [
{
"bucket_arn": "arn:aws:s3:::datalake-raw-613161579745-rc-s1201682",
"buffering_interval": 60,
"buffering_size": 1,
"cloudwatch_logging_options": [
{
"enabled": false,
"log_group_name": "",
"log_stream_name": ""
}
],
"compression_format": "UNCOMPRESSED",
"custom_time_zone": "UTC",
"data_format_conversion_configuration": [],
"dynamic_partitioning_configuration": [],
"error_output_prefix": "raw-zone/stockdata_errors/!{firehose:error-output-type}/year=!{timestamp:yyyy}/month=!{timestamp:MM}/day=!{timestamp:dd}/hour=!{timestamp:HH}/",
"file_extension": "",
"kms_key_arn": "",
"prefix": "raw-zone/stockdata/year=!{timestamp:yyyy}/month=!{timestamp:MM}/day=!{timestamp:dd}/hour=!{timestamp:HH}/",
"processing_configuration": [
{
"enabled": false,
"processors": []
}
],
"role_arn": "arn:aws:iam::613161579745:role/LabRole",
"s3_backup_configuration": [],
"s3_backup_mode": "Disabled"
}
],
"http_endpoint_configuration": [],
"id": "arn:aws:firehose:us-east-1:613161579745:deliverystream/firehose-613161579745-rc-s1201682",
"kinesis_source_configuration": [
{
"kinesis_stream_arn": "arn:aws:kinesis:us-east-1:613161579745:stream/cryptostock-613161579745-rc-s1201682",
"role_arn": "arn:aws:iam::613161579745:role/LabRole"
}
],
"msk_source_configuration": [],
"name": "firehose-613161579745-rc-s1201682",
"opensearch_configuration": [],
"opensearchserverless_configuration": [],
"redshift_configuration": [],
"server_side_encryption": [
{
"enabled": false,
"key_arn": "",
"key_type": "AWS_OWNED_CMK"
}
],
"snowflake_configuration": [],
"splunk_configuration": [],
"tags": {},
"tags_all": {},
"timeouts": null,
"version_id": "1"
},
"sensitive_attributes": [],
"private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxODAwMDAwMDAwMDAwLCJkZWxldGUiOjE4MDAwMDAwMDAwMDAsInVwZGF0ZSI6NjAwMDAwMDAwMDAwfSwic2NoZW1hX3ZlcnNpb24iOiIxIn0=",
"dependencies": [
"aws_kinesis_stream.cryptostock_stream",
"aws_s3_bucket.raw_bucket"
]
}
]
},
{
"mode": "managed",
"type": "aws_kinesis_stream",
"name": "cryptostock_stream",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 1,
"attributes": {
"arn": "arn:aws:kinesis:us-east-1:613161579745:stream/cryptostock-613161579745-rc-s1201682",
"encryption_type": "NONE",
"enforce_consumer_deletion": true,
"id": "arn:aws:kinesis:us-east-1:613161579745:stream/cryptostock-613161579745-rc-s1201682",
"kms_key_id": "",
"name": "cryptostock-613161579745-rc-s1201682",
"retention_period": 24,
"shard_count": 1,
"shard_level_metrics": [
"IncomingBytes",
"IncomingRecords",
"OutgoingBytes",
"OutgoingRecords"
],
"stream_mode_details": [
{
"stream_mode": "PROVISIONED"
}
],
"tags": {
"Environment": "DEV",
"Owner": "Rafal Charzewski",
"Purpose": "UAM Cloud Data Processing"
},
"tags_all": {
"Environment": "DEV",
"Owner": "Rafal Charzewski",
"Purpose": "UAM Cloud Data Processing"
},
"timeouts": null
},
"sensitive_attributes": [],
"private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjozMDAwMDAwMDAwMDAsImRlbGV0ZSI6NzIwMDAwMDAwMDAwMCwidXBkYXRlIjo3MjAwMDAwMDAwMDAwfSwic2NoZW1hX3ZlcnNpb24iOiIxIn0="
}
]
},
{
"mode": "managed",
"type": "aws_lambda_function",
"name": "etl_post_processing",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"architectures": [
"x86_64"
],
"arn": "arn:aws:lambda:us-east-1:613161579745:function:etl-post-processing-613161579745-rc-s1201682",
"code_sha256": "DYklWA51/+hutwYtHutJg59rV7DY0LEgfp+ne8wgiSo=",
"code_signing_config_arn": "",
"dead_letter_config": [],
"description": "",
"environment": [],
"ephemeral_storage": [
{
"size": 512
}
],
"file_system_config": [],
"filename": "../lambda/lambda_definition.zip",
"function_name": "etl-post-processing-613161579745-rc-s1201682",
"handler": "lambda_definition.etl_function",
"id": "etl-post-processing-613161579745-rc-s1201682",
"image_config": [],
"image_uri": "",
"invoke_arn": "arn:aws:apigateway:us-east-1:lambda:path/2015-03-31/functions/arn:aws:lambda:us-east-1:613161579745:function:etl-post-processing-613161579745-rc-s1201682/invocations",
"kms_key_arn": "",
"last_modified": "2024-06-19T22:46:02.439+0000",
"layers": [
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],
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"log_format": "Text",
"log_group": "/aws/lambda/etl-post-processing-613161579745-rc-s1201682",
"system_log_level": ""
}
],
"memory_size": 512,
"package_type": "Zip",
"publish": false,
"qualified_arn": "arn:aws:lambda:us-east-1:613161579745:function:etl-post-processing-613161579745-rc-s1201682:$LATEST",
"qualified_invoke_arn": "arn:aws:apigateway:us-east-1:lambda:path/2015-03-31/functions/arn:aws:lambda:us-east-1:613161579745:function:etl-post-processing-613161579745-rc-s1201682:$LATEST/invocations",
"replace_security_groups_on_destroy": null,
"replacement_security_group_ids": null,
"reserved_concurrent_executions": -1,
"role": "arn:aws:iam::613161579745:role/LabRole",
"runtime": "python3.8",
"s3_bucket": null,
"s3_key": null,
"s3_object_version": null,
"signing_job_arn": "",
"signing_profile_version_arn": "",
"skip_destroy": false,
"snap_start": [],
"source_code_hash": "DYklWA51/+hutwYtHutJg59rV7DY0LEgfp+ne8wgiSo=",
"source_code_size": 884,
"tags": null,
"tags_all": {},
"timeout": 300,
"timeouts": null,
"tracing_config": [
{
"mode": "PassThrough"
}
],
"version": "$LATEST",
"vpc_config": []
},
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"private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsImRlbGV0ZSI6NjAwMDAwMDAwMDAwLCJ1cGRhdGUiOjYwMDAwMDAwMDAwMH19",
"dependencies": [
"aws_lambda_layer_version.aws_wrangler"
]
}
]
},
{
"mode": "managed",
"type": "aws_lambda_layer_version",
"name": "aws_wrangler",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"arn": "arn:aws:lambda:us-east-1:613161579745:layer:aws_wrangler_613161579745_rc_s1201682:1",
"code_sha256": "C0YX/4auMnBs4J9JCDy1f7uc2GLF0vU7ppQgzffQiN4=",
"compatible_architectures": null,
"compatible_runtimes": [
"python3.8"
],
"created_date": "2024-06-19T22:46:02.186+0000",
"description": "",
"filename": "../lambda/awswrangler-layer-2.7.0-py3.8.zip",
"id": "arn:aws:lambda:us-east-1:613161579745:layer:aws_wrangler_613161579745_rc_s1201682:1",
"layer_arn": "arn:aws:lambda:us-east-1:613161579745:layer:aws_wrangler_613161579745_rc_s1201682",
"layer_name": "aws_wrangler_613161579745_rc_s1201682",
"license_info": "",
"s3_bucket": null,
"s3_key": null,
"s3_object_version": null,
"signing_job_arn": "",
"signing_profile_version_arn": "",
"skip_destroy": false,
"source_code_hash": "C0YX/4auMnBs4J9JCDy1f7uc2GLF0vU7ppQgzffQiN4=",
"source_code_size": 43879070,
"version": "1"
},
"sensitive_attributes": [],
"private": "bnVsbA=="
}
]
},
{
"mode": "managed",
"type": "aws_lambda_permission",
"name": "allow_bucket",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
"schema_version": 0,
"attributes": {
"action": "lambda:InvokeFunction",
"event_source_token": null,
"function_name": "arn:aws:lambda:us-east-1:613161579745:function:etl-post-processing-613161579745-rc-s1201682",
"function_url_auth_type": null,
"id": "AllowExecutionFromS3Bucket",
"principal": "s3.amazonaws.com",
"principal_org_id": null,
"qualifier": "",
"source_account": null,
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"statement_id_prefix": ""
},
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"private": "bnVsbA==",
"dependencies": [
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"aws_lambda_layer_version.aws_wrangler",
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}
]
},
{
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{
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],
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}
],
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"id": "athena-results-613161579745-rc-s1201682",
"lifecycle_rule": [],
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"object_lock_enabled": false,
"policy": "",
"region": "us-east-1",
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"request_payer": "BucketOwner",
"server_side_encryption_configuration": [
{
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{
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{
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"sse_algorithm": "AES256"
}
],
"bucket_key_enabled": false
}
]
}
],
"tags": {
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"owner": "Rafal Charzewski",
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},
"tags_all": {
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"owner": "Rafal Charzewski",
"purpose": "UAM Cloud Data Processing"
},
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"versioning": [
{
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}
],
"website": [],
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},
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"private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjM2MDAwMDAwMDAwMDAsInJlYWQiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19"
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]
},
{
"mode": "managed",
"type": "aws_s3_bucket",
"name": "processed_bucket",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
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"attributes": {
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"acl": null,
"arn": "arn:aws:s3:::datalake-processed-613161579745-rc-s1201682",
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"bucket_domain_name": "datalake-processed-613161579745-rc-s1201682.s3.amazonaws.com",
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}
],
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}
]
}
],
"tags": {
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},
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},
{
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},
{
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"name": "athena_results_lifecycle",
"provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
"instances": [
{
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"attributes": {
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{
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{
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"days": 1,
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}
],
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{
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"prefix": "",
"tag": []
}
],
"id": "standard-expiration",
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},
{
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"name": "trigger_etl_lambda",
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"instances": [
{
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"attributes": {
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"eventbridge": false,
"id": "datalake-raw-613161579745-rc-s1201682",
"lambda_function": [
{
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],
"filter_prefix": "raw-zone/",
"filter_suffix": "",
"id": "tf-s3-lambda-20240619224612776100000001",
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}
],
"queue": [],
"topic": []
},
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"private": "bnVsbA==",
"dependencies": [
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]
}
]
}
],
"check_results": null
}

10
labs/terraform/terraform.tfvars
View File

@ -1,5 +1,5 @@
account_number=XXXXX
student_initials="jk"
student_full_name="Jakub Kasprzak"
student_index_no = "12345"
lab_role_arn = "arn:aws:iam::XXXXX:role/LabRole"
account_number=613161579745
student_initials="rc"
student_full_name="Rafal Charzewski"
student_index_no = "s1201682"
lab_role_arn = "arn:aws:iam::613161579745:role/LabRole"