> For the complete documentation index, see [llms.txt](https://upsolver.gitbook.io/content/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://upsolver.gitbook.io/content/resources/blog.md).

# Blog

Learn about Apache Iceberg, data lakehouses, ingestion, industry trends, architecture, strategies, and more.

## Upsolver News

* [Upsolver Announces Support for Polaris Catalog](https://www.upsolver.com/blog/support-polaris-catalog?utm_source=documentation\&utm_medium=comunity_pages\&utm_campaign=blogs)
* [Upsolver Announces Iceberg Table Mirroring to Snowflake](https://www.upsolver.com/blog/upsolver-announces-iceberg-table-mirroring-to-snowflake)
* [Deliver Data to ClickHouse Cloud 100x Faster with Upsolver](https://www.upsolver.com/blog/deliver-data-to-clickhouse-cloud-100x-faster-with-upsolver)
* [Upsolver Named Data Movement Partner by PuppyGraph](https://www.upsolver.com/blog/upsolver-named-data-movement-partner-by-puppygraph)
* [Upsolver Announces Zero-ETL and lakehouse Optimization for Apache Iceberg](https://www.upsolver.com/blog/upsolver-announces-zero-etl-and-lakehouse-optimization-for-apache-iceberg)
* [Data Ingestion Solutions Review: 11 Key Takeaways](https://www.upsolver.com/blog/data-ingestion-solutions-review-11-key-takeaways)
* [Announcing: Upsolver joins the Connect with Confluent (CwC) Program](https://www.upsolver.com/blog/announcing-upsolver-joins-the-connect-with-confluent-cwc-program)&#x20;
* [A Scalable Way to Deliver NoSQL Prod Data to Analytics Environments](https://www.upsolver.com/blog/a-scalable-way-to-replicate-your-mongodb-data)&#x20;
* [Upsolver Announces Support for AWS for Advertising and Marketing Initiative](https://www.upsolver.com/blog/upsolver-announces-support-for-aws-for-advertising-and-marketing-initiative)

## Data Lakes & Lakehouses

* [Simplifying Iceberg Table Partitioning Using Adaptive Clustering](https://www.upsolver.com/blog/iceberg-adaptive-clustering)
* [Effortless Table Management with Adaptive Optimizer for Iceberg: Boost Performance & Cut Costs](https://www.upsolver.com/blog/adaptive-optimizer-iceberg?utm_source=documentation\&utm_medium=comunity_pages\&utm_campaign=blogs)
* [Simplifying Iceberg Table Partitioning Using Adaptive Clustering](https://www.upsolver.com/blog/iceberg-adaptive-clustering?utm_source=documentation\&utm_medium=comunity_pages\&utm_campaign=blogs)
* [An Introduction to Polaris Catalog for Apache Iceberg](https://www.upsolver.com/blog/polaris-catalog-apache-iceberg?utm_source=documentation\&utm_medium=comunity_pages\&utm_campaign=blogs)
* [Optimizing Your Data Lakehouse for Cost Efficiency](https://www.upsolver.com/blog/optimizing-your-apache-iceberg-lakehouse-for-cost-efficiency)
* [Iceberg Performance Benchmarks: Tabular, Snowflake, AWS Glue and Upsolver Compared](https://www.upsolver.com/blog/iceberg-performance-benchmark)
* [The Iceberg Data Lakehouse Stack: Choose the Right Building Blocks](https://www.upsolver.com/blog/iceberg-lakehouse-stack-tools)
* [Cut Data Warehouse Costs in Half with Apache Iceberg](https://www.upsolver.com/blog/cut-data-warehouse-costs-in-half-with-apache-iceberg)
* [Iceberg 101: A Guide to Iceberg Partitioning](https://www.upsolver.com/blog/iceberg-partitioning)
* [Iceberg 101: Ten Tips to Optimize Performance](https://www.upsolver.com/blog/optimize-iceberg-performance)
* [Iceberg 101: Working with Iceberg Tables](https://www.upsolver.com/blog/iceberg-tables)
* [Iceberg 101: Better Data Lakes with Apache Iceberg](https://www.upsolver.com/blog/iceberg-data-lake)
* [Iceberg 101: What is the Iceberg Table Format?](https://www.upsolver.com/blog/iceberg-101-what-is-the-iceberg-table-format)
* [An Introduction to the Data Lakehouse for Data Warehouse Users](https://www.upsolver.com/blog/data-lakehouse-warehouse)
* [Ingesting Operational Data into an Analytics Lakehouse on Iceberg](ps://www.upsolver.com/blog/ingesting-operational-data-into-an-analytics-lakehouse-on-iceberg)
* [Iceberg Architecture Examples: How Iceberg Powers Data and ML Applications at Adobe, Netflix, LinkedIn, Salesforce, and Airbnb](https://www.upsolver.com/blog/iceberg-architecture-examples)
* [Lakehouse vs. Data Lake: The Ultimate Guide](https://www.upsolver.com/blog/lakehouse-vs-data-lake-the-ultimate-guide)
* [How Apache Iceberg is Reshaping Data Lake File Management ](https://www.upsolver.com/blog/apache-iceberg-tables)
* [Apache Iceberg vs Parquet – File Formats vs Table Formats](https://www.upsolver.com/blog/apache-iceberg-vs-parquet-file-formats-vs-table-formats)
* [Moving data from a lake to Snowflake](https://www.upsolver.com/blog/moving-data-from-a-lake-to-snowflake)
* [Migrating a Self-Managed Data Lake to Snowflake](https://www.upsolver.com/blog/migrating-a-self-managed-data-lake-to-snowflake)
* [Why we built a SQL-based solution to unify batch and stream workflows](https://www.upsolver.com/blog/why-we-built-a-sql-based-solution-to-unify-batch-and-stream-workflows)

## Streaming Data

* [Adapting Iceberg for High-Scale Streaming Data](https://www.upsolver.com/blog/adapting-iceberg-for-high-scale-streaming-data)
* [Snowpipe Streaming: What’s New, Use Cases, and Best Practices](https://www.upsolver.com/blog/snowpipe-streaming)
* [Common Challenges with Apache Airflow and How to Address Them](https://www.upsolver.com/blog/common-challenges-with-apache-airflow-and-how-to-address-them)
* [Apache Kafka Use Cases: When To Use It? When Not To?](https://www.upsolver.com/blog/apache-kafka-use-cases-when-to-use-not)

## Cloud Architecture

* [Getting Started with Apache Iceberg on Amazon S3](https://www.upsolver.com/blog/getting-started-with-apache-iceberg-on-amazon-s3)
* [Effortless Table Management with Adaptive Optimizer for Apache Iceberg: Boost Performance & Cut Costs](https://www.upsolver.com/blog/adaptive-optimizer-iceberg)
* [Optimizing Data Storage and Querying with Trino, MinIO, and Apache Iceberg](https://www.upsolver.com/blog/trino-minio-iceberg)
* [Comparing the Top Iceberg Ingestion Tools - Upsolver, ELT, Open Source](https://www.upsolver.com/blog/comparing-the-top-iceberg-ingestion-tools-upsolver-elt-open-source)
* [VPC Flow Log Analytics with PuppyGraph and Upsolver](https://www.upsolver.com/blog/vpc-flow-log-analytics)
* [Snowflake Data Ingestion Strategies Decoded: A Guided Tour for Data Engineers](https://www.upsolver.com/blog/snowflake-ingestion)&#x20;
* [What is the Parquet File Format? Use Cases & Benefits](https://www.upsolver.com/blog/apache-parquet-why-use)&#x20;

## Use Cases

* [Introducing Automated Ingestion for dbt Core](https://www.upsolver.com/blog/introducing-automated-ingestion-for-dbt-core)
* [How SQLake Auto-Orchestrates Your Pipelines](https://www.upsolver.com/blog/how-sqlake-auto-orchestrates-your-pipelines)
* [How to publish data to another AWS account’s catalog](https://www.upsolver.com/blog/how-to-publish-data-to-another-aws-accounts-catalog)
* [Analyzing Amazon VPC Flow Logs Using SQL](https://www.upsolver.com/blog/analyzing-amazon-vpc-flow-logs-using-sql)

## Building Data Pipelines

* [24 Features to Boost Your Data Movement in 2024: Part 2](https://www.upsolver.com/blog/24-features-to-boost-your-data-movement-in-2024-part-2)
* [24 Features to Boost Your Data Movement in 2024: Part 1](https://www.upsolver.com/blog/24-features-to-boost-your-data-movement-in-2024-part-1)
* [The 5 Pillars of Data Observability](https://www.upsolver.com/blog/the-5-pillars-of-data-observability)
* [Fivetran MAR Pricing vs Upsolver Volume Pricing](https://www.upsolver.com/blog/fivetran-pricing)
* [6 Popular CDC Tools Compared (July 2023 Edition)](https://www.upsolver.com/blog/cdc-tools-comparison-guide)&#x20;
* [Airbyte vs Fivetran vs Upsolver – Which is the Best CDC Tool?](https://www.upsolver.com/blog/airbyte-vs-fivetran)&#x20;
* [Achieving Upserts with Snowpipe in Snowflake: Strategies and Alternatives](https://www.upsolver.com/blog/snowpipe-upserts)&#x20;
* [What is Big Data Ingestion?](https://www.upsolver.com/blog/what-is-big-data-ingestion)&#x20;
* [Kafka to Snowflake: What’s the Best Ingestion Method?](https://www.upsolver.com/blog/kafka-to-snowflake)
* [How to Build Streaming Data Pipelines with Redpanda and Upsolver](https://www.upsolver.com/blog/how-to-build-streaming-data-pipelines-with-redpanda-and-upsolver-sqlake)

## Change Data Capture

* [CDC to Iceberg: 4 Major Challenges, and How We Solved Them](https://www.upsolver.com/blog/cdc-to-iceberg-4-major-challenges-and-how-we-solved-them)
* [MySQL CDC to Iceberg Lake in Minutes](https://www.upsolver.com/blog/how-to-replicate-mysql-tables-to-your-iceberg-data-lake-using-cdc)
* [Debezium vs Maxwell: Detailed Comparison of Open-source CDC Tools](https://www.upsolver.com/blog/debezium-vs-maxwell)
* [Snowflake CDC: Basics, Scale Challenges, and Tools](https://www.upsolver.com/blog/snowflake-cdc)
* [Debezium for CDC: Benefits and Pitfalls](https://www.upsolver.com/blog/debezium-vs-upsolver)
* [4 Steps to Postgres CDC – Replicate Postgres Changes to your Data Lake](https://www.upsolver.com/blog/how-to-replicate-postgresql-tables-to-your-data-lake-using-cdc)
* [Understanding Debezium Outbox Pattern](https://www.upsolver.com/blog/understanding-debezium-outbox-pattern)
* [How to Build a MySQL CDC Pipeline in Minutes](https://www.upsolver.com/blog/how-to-replicate-mysql-tables-to-your-data-lake-using-cdc)

## Release Notes

### 2024

* [Upsolver August 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-august-2024-feature-summary)
* [Upsolver July 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-july-2024-feature-summary)
* [Upsolver June 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-june-2024-feature-summary)
* [Upsolver May 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-may-2024-feature-summary)
* [Upsolver April 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-april-2024-feature-summary)
* [Upsolver March 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-march-2024-feature-summary)
* [Upsolver February 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-february-2024-feature-summary)
* [Upsolver January 2024 Feature Summary](https://www.upsolver.com/blog/upsolver-january-2024-feature-summary)

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