vmware · YuuGR1337 · Jun 18, 2026 · Jun 18, 2026
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 blank_issues_enabled: false

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 # To get started with Dependabot version updates, you'll need to specify which

diff --git a/.github/workflows/autoupdate.yml b/.github/workflows/autoupdate.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 name: autoupdate

diff --git a/.github/workflows/codacy.yml b/.github/workflows/codacy.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 # This workflow uses actions that are not certified by GitHub.

diff --git a/.github/workflows/dependabot.autoapprove.yml b/.github/workflows/dependabot.autoapprove.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 name: Auto approve

diff --git a/.github/workflows/dependabot.automerge.yml b/.github/workflows/dependabot.automerge.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 name: automerge

diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 name: Google Java Format

diff --git a/.github/workflows/pr-title-checker.yml b/.github/workflows/pr-title-checker.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 name: "PR Title Checker"

diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 # default image used by all pipelines if not overridden per job

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 repos:

diff --git a/README.md b/README.md
@@ -311,6 +311,9 @@ vdk --help</code></pre>
     <a href="#contributing"><img src="https://img.shields.io/badge/Support%20and%20Contributing-blue" alt="Support and Contributing"></a>
 </p>
 
+# Notebooks
+- [Processing data using SQL and local database](https://colab.research.google.com/github/vmware/versatile-data-kit/blob/main/examples/notebook-examples/sql-and-local-database.ipynb)
+
 # Support and Contributing
 For Support, you can join our Slack channel, create an [issue](https://github.com/vmware/versatile-data-kit/issues) or [pull request](https://github.com/vmware/versatile-data-kit/pulls) on GitHub to submit suggestions or changes. <br>
 If you are interested in contributing as a developer, visit the [contributing](https://github.com/vmware/versatile-data-kit/blob/main/CONTRIBUTING.md) page.

diff --git a/cicd/.gitlab-ci-lib.yml b/cicd/.gitlab-ci-lib.yml
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 # This is a shared library with common util gitlab "jobs" that can be reused across any project

diff --git a/cicd/build.sh b/cicd/build.sh
@@ -1,5 +1,5 @@
 #!/bin/bash -e
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" >/dev/null 2>&1 && pwd)"

diff --git a/cicd/docker_parse.sh b/cicd/docker_parse.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 # Parses a Docker image name and extracts information such as the registry, username, repository, and tag.

diff --git a/cicd/docker_push_vdk.sh b/cicd/docker_push_vdk.sh
@@ -1,6 +1,6 @@
 #!/usr/bin/env bash
 
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 # This Bash script provides a utility to push a containers image to multiple container registries.

diff --git a/cicd/notify.sh b/cicd/notify.sh
@@ -1,5 +1,5 @@
 #!/bin/bash -e
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 curl -X POST -H "Content-type: application/json" --data "{\"text\":\"$1\"}" $2
diff --git a/examples/airflow-example/airflow-transform-job/10_transform.py b/examples/airflow-example/airflow-transform-job/10_transform.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/airflow-example/airflow-trino-job1/10_insert_data.py b/examples/airflow-example/airflow-trino-job1/10_insert_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import pathlib

diff --git a/examples/airflow-example/airflow-trino-job2/10_insert_data.py b/examples/airflow-example/airflow-trino-job2/10_insert_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import pathlib

diff --git a/examples/airflow-example/dags/airflow_example_dag.py b/examples/airflow-example/dags/airflow_example_dag.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from datetime import datetime
 

diff --git a/examples/chunker/00_properties.py b/examples/chunker/00_properties.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0

diff --git a/examples/chunker/10_chunk_data.py b/examples/chunker/10_chunk_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0

diff --git a/examples/chunker/config.py b/examples/chunker/config.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0

diff --git a/examples/confluence-data-retrieval-example/10_fetch_confluence_document.py b/examples/confluence-data-retrieval-example/10_fetch_confluence_document.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 import os

diff --git a/examples/confluence-data-retrieval-example/20_fetch_confluence_space.py b/examples/confluence-data-retrieval-example/20_fetch_confluence_space.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 import os

diff --git a/examples/confluence-reader/confluence_document.py b/examples/confluence-reader/confluence_document.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 
 

diff --git a/examples/confluence-reader/fetch_confluence_space.py b/examples/confluence-reader/fetch_confluence_space.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 import os

diff --git a/examples/dag-example/example-dag/example_dag.py b/examples/dag-example/example-dag/example_dag.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.plugin.dag.dag_runner import DagInput
 

diff --git a/examples/dag-example/ingest-job1/10_insert_data.py b/examples/dag-example/ingest-job1/10_insert_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import pathlib

diff --git a/examples/dag-example/ingest-job2/10_insert_data.py b/examples/dag-example/ingest-job2/10_insert_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import pathlib

diff --git a/examples/dag-example/read-data-job/10_read.py b/examples/dag-example/read-data-job/10_read.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/dag-with-args-example/dag-job/dag_job.py b/examples/dag-with-args-example/dag-job/dag_job.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.plugin.dag.dag_runner import DagInput
 

diff --git a/examples/dag-with-args-example/ingest-job-table-one/10_insert_data.py b/examples/dag-with-args-example/ingest-job-table-one/10_insert_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import pathlib

diff --git a/examples/dag-with-args-example/ingest-job-table-two/10_insert_data.py b/examples/dag-with-args-example/ingest-job-table-two/10_insert_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import pathlib

diff --git a/examples/dag-with-args-example/read-job-canada/10_read.py b/examples/dag-with-args-example/read-job-canada/10_read.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/dag-with-args-example/read-job-rest-of-world/10_read.py b/examples/dag-with-args-example/read-job-rest-of-world/10_read.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/dag-with-args-example/read-job-usa/10_read.py b/examples/dag-with-args-example/read-job-usa/10_read.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/energy/dashboard.py b/examples/energy/dashboard.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import math
 

diff --git a/examples/energy/energy/03_ingest_table_natural_gas_prices.py b/examples/energy/energy/03_ingest_table_natural_gas_prices.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/energy/energy/06_ingest_table_create_extremes_index.py b/examples/energy/energy/06_ingest_table_create_extremes_index.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/gdp-execution-id-example/20_python_step.py b/examples/gdp-execution-id-example/20_python_step.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 

diff --git a/examples/incremental-ingest-from-db-example/10_increm_ingest_from_db_example.py b/examples/incremental-ingest-from-db-example/10_increm_ingest_from_db_example.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/ingest-and-anonymize-plugin/jobs/ingest-currency-exchange-rate/aa_ingest_rates.py b/examples/ingest-and-anonymize-plugin/jobs/ingest-currency-exchange-rate/aa_ingest_rates.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 

diff --git a/examples/ingest-and-anonymize-plugin/plugins/vdk-poc-anonymize/setup.py b/examples/ingest-and-anonymize-plugin/plugins/vdk-poc-anonymize/setup.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import pathlib
 

diff --git a/...onymize-plugin/plugins/vdk-poc-anonymize/src/vdk/plugin/anonymize/anonymization_plugin.py b/...onymize-plugin/plugins/vdk-poc-anonymize/src/vdk/plugin/anonymize/anonymization_plugin.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import json
 import logging

diff --git a/...est-and-anonymize-plugin/plugins/vdk-poc-anonymize/src/vdk/plugin/anonymize/anonymizer.py b/...est-and-anonymize-plugin/plugins/vdk-poc-anonymize/src/vdk/plugin/anonymize/anonymizer.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import hashlib
 from typing import Any

diff --git a/...nd-anonymize-plugin/plugins/vdk-poc-anonymize/src/vdk/plugin/anonymize/ingester_plugin.py b/...nd-anonymize-plugin/plugins/vdk-poc-anonymize/src/vdk/plugin/anonymize/ingester_plugin.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 from typing import Any

diff --git a/...es/ingest-and-anonymize-plugin/plugins/vdk-poc-anonymize/tests/jobs/ingest-job/10_step.py b/...es/ingest-and-anonymize-plugin/plugins/vdk-poc-anonymize/tests/jobs/ingest-job/10_step.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 from vdk.api.job_input import IJobInput
 

diff --git a/examples/ingest-and-anonymize-plugin/plugins/vdk-poc-anonymize/tests/test_anonymization.py b/examples/ingest-and-anonymize-plugin/plugins/vdk-poc-anonymize/tests/test_anonymization.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import os
 from unittest import mock

diff --git a/examples/ingest-from-db-example/ingest-from-db-example-job/30_ingest_to_table.py b/examples/ingest-from-db-example/ingest-from-db-example-job/30_ingest_to_table.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import sqlite3
 

diff --git a/examples/ingest-from-rest-api-example/ingest-from-rest-api-example-job/30_rest_ingest.py b/examples/ingest-from-rest-api-example/ingest-from-rest-api-example-job/30_rest_ingest.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import requests
 

diff --git a/examples/ingest-from-s3-example/ingest-from-s3-example-job/30_download_and_ingest.py b/examples/ingest-from-s3-example/ingest-from-s3-example-job/30_download_and_ingest.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import csv
 

diff --git a/examples/life-expectancy/dashboard.py b/examples/life-expectancy/dashboard.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import math
 

diff --git a/examples/life-expectancy/life-expectancy/05_ingest_table_life_expectancy_2010_2015.py b/examples/life-expectancy/life-expectancy/05_ingest_table_life_expectancy_2010_2015.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/life-expectancy/life-expectancy/06_ingest_table_life_expectancy_2018.py b/examples/life-expectancy/life-expectancy/06_ingest_table_life_expectancy_2018.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/life-expectancy/life-expectancy/09_ingest_table_us_regions.py b/examples/life-expectancy/life-expectancy/09_ingest_table_us_regions.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/life-expectancy/life-expectancy/12_ingest_table_us_gdp.py b/examples/life-expectancy/life-expectancy/12_ingest_table_us_gdp.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/online-exhibition/online-exhibition/03_ingest_table_assets.py b/examples/online-exhibition/online-exhibition/03_ingest_table_assets.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import inspect
 import logging

diff --git a/examples/online-exhibition/view.py b/examples/online-exhibition/view.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import math
 

diff --git a/examples/pgvector-embedder/00_properties.py b/examples/pgvector-embedder/00_properties.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import os.path
 import pathlib

diff --git a/examples/pgvector-embedder/01_setup_huggingface.py b/examples/pgvector-embedder/01_setup_huggingface.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0

diff --git a/examples/pgvector-embedder/20_embed_data.py b/examples/pgvector-embedder/20_embed_data.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0

diff --git a/examples/pgvector-embedder/40_ingest_embeddings.py b/examples/pgvector-embedder/40_ingest_embeddings.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 import logging
 import pickle

diff --git a/examples/pgvector-embedder/common/database_storage.py b/examples/pgvector-embedder/common/database_storage.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0

diff --git a/examples/pgvector-embedder/common/file_storage.py b/examples/pgvector-embedder/common/file_storage.py
@@ -1,4 +1,4 @@
-# Copyright 2023-2025 Broadcom
+# Copyright 2023-2026 Broadcom
 # SPDX-License-Identifier: Apache-2.0
 # Copyright 2021-2024 VMware, Inc.
 # SPDX-License-Identifier: Apache-2.0