--- title: How to optimize real-time data ingestion in Snowflake... description: Real-time data ingestion into Snowflake and Iceberg often incurs hidden costs from infrastructure complexity, small file proliferation, and inefficient... canonical: https://daily.dev/posts/how-to-optimize-real-time-data-ingestion-in-snowflake-and-iceberg-2qswrw3zu twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: How to optimize real-time data ingestion in Snowflake and Iceberg | daily.dev og:description: Real-time data ingestion into Snowflake and Iceberg often incurs hidden costs from infrastructure complexity, small file proliferation, and inefficient... og:url: https://daily.dev/posts/how-to-optimize-real-time-data-ingestion-in-snowflake-and-iceberg-2qswrw3zu og:image: https://api.daily.dev/og/posts/2QSwrW3zU.png og:image:alt: How to optimize real-time data ingestion in Snowflake and Iceberg og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # How to optimize real-time data ingestion in Snowflake and Iceberg **[Redpanda](https://daily.dev/sources/redpanda)** · 11 min read · 0 upvotes · 0 comments ## Summary Real-time data ingestion into Snowflake and Iceberg often incurs hidden costs from infrastructure complexity, small file proliferation, and inefficient processing pipelines. Traditional Kafka deployments require multiple components (brokers, ZooKeeper, connectors, schema registries), while continuous streaming creates thousands of small files that degrade query performance and increase storage costs. Optimization strategies include source-side filtering with CDC, edge aggregation, format optimization using Avro/Parquet with compression, time-based partitioning, maintaining 100-250 MB file sizes, and comprehensive monitoring of pipeline metrics and costs. Redpanda offers a simplified alternative by consolidating multiple components into a single binary with direct Iceberg integration, automatic file optimization, and built-in schema management. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Approaches to Streaming Data into Apache Iceberg Tables](https://daily.dev/posts/approaches-to-streaming-data-into-apache-iceberg-tables-7z4y6jfd7) · Dremio Blog · 0 upvotes · 0 comments - [Introducing Iceberg output for Redpanda Connect](https://daily.dev/posts/introducing-iceberg-output-for-redpanda-connect-56nth5slm) · Redpanda · 0 upvotes · 0 comments - [Iceberg Lake for Data Analytics: Optimization Guide](https://daily.dev/posts/iceberg-lake-for-data-analytics-optimization-guide-kmewy4cgp) · ITNEXT · 1 upvotes · 0 comments - [Making Iceberg Work for Operational Data](https://daily.dev/posts/making-iceberg-work-for-operational-data-fai6wwqlv) · Materialize · 0 upvotes · 0 comments --- Tags: [#kafka](https://daily.dev/tags/kafka), [#data-engineering](https://daily.dev/tags/data-engineering), [#snowflake](https://daily.dev/tags/snowflake), [#apache-iceberg](https://daily.dev/tags/apache-iceberg) [View this post on daily.dev](https://daily.dev/posts/how-to-optimize-real-time-data-ingestion-in-snowflake-and-iceberg-2qswrw3zu) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"How to optimize real-time data ingestion in Snowflake and Iceberg","url":"https://daily.dev/posts/how-to-optimize-real-time-data-ingestion-in-snowflake-and-iceberg-2qswrw3zu","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/how-to-optimize-real-time-data-ingestion-in-snowflake-and-iceberg-2qswrw3zu"},"datePublished":"2026-02-01T08:36:37.225Z","dateModified":"2026-02-01T08:37:53.509Z","description":"Real-time data ingestion into Snowflake and Iceberg often incurs hidden costs from infrastructure complexity, small file proliferation, and inefficient...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e78c2c667cad61584eab53a9b88ea107?_a=AQAEulh","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e78c2c667cad61584eab53a9b88ea107?_a=AQAEulh","isAccessibleForFree":true,"articleSection":"Redpanda","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Redpanda","logo":"https://media.daily.dev/image/upload/s--1R2EIDcb--/f_auto,q_auto/v1769934743/logos/redpanda","url":"https://daily.dev/sources/redpanda"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/how-to-optimize-real-time-data-ingestion-in-snowflake-and-iceberg-2qswrw3zu","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"kafka,data-engineering,snowflake,apache-iceberg","timeRequired":"PT11M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Redpanda","item":"https://daily.dev/sources/redpanda"},{"@type":"ListItem","position":3,"name":"How to optimize real-time data ingestion in Snowflake and Iceberg"}]} ```