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update fluss messaging
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README.md

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## What is Apache Fluss (Incubating)?
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Apache Fluss (Incubating) is a streaming storage built for real-time analytics which can serve as the real-time data layer for Lakehouse architectures.
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Apache Fluss (Incubating) is a streaming storage built for real-time analytics & AI which can serve as the real-time data layer for Lakehouse architectures.
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It bridges the gap between **data streaming** and **data Lakehouse** by enabling low-latency, high-throughput data ingestion and processing while seamlessly integrating with popular compute engines like **Apache Flink**, while
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Apache Spark, and StarRocks are coming soon.

website/community/how-to-release/creating-a-fluss-release.mdx

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The Apache Fluss community is very happy to announce the release of Apache Fluss 0.8.0-incubating.
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Apache Fluss is a streaming storage built for real-time analytics which can serve as the real-time data layer for Lakehouse architectures.
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Apache Fluss is a streaming storage built for real-time analytics & AI which can serve as the real-time data layer for Lakehouse architectures.
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The release is available for download at:
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https://downloads.apache.org/incubator/fluss/fluss-0.8.0-incubating/

website/community/how-to-release/creating-a-fluss-shaded-release.md

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The Apache Fluss community is very happy to announce the release of Apache Fluss Shaded 1.0-incubating.
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Apache Fluss is a streaming storage built for real-time analytics which can serve as the real-time data layer for Lakehouse architectures.
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Apache Fluss is a streaming storage built for real-time analytics & AI which can serve as the real-time data layer for Lakehouse architectures.
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The release is available for download at:
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https://downloads.apache.org/incubator/fluss/fluss-shaded-1.0-incubating/

website/docs/intro.md

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# What is Fluss?
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Fluss is a streaming storage built for real-time analytics which can serve as the real-time data layer for Lakehouse architectures.
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Fluss is a streaming storage built for real-time analytics & AI which can serve as the real-time data layer for Lakehouse architectures.
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![arch](/img/fluss.png)
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website/docusaurus.config.ts

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const config: Config = {
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title: 'Apache Fluss™ (Incubating)',
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tagline: 'Streaming Storage for Real-Time Analytics',
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tagline: 'Streaming Storage for Real-Time Analytics & AI',
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favicon: 'img/logo/fluss_favicon.svg',
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// Set the production url of your site here

website/package.json

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"typecheck": "tsc"
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},
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"dependencies": {
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"@docsearch/core": "^4.5.0",
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"@docusaurus/core": "^3.9.2",
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"@docusaurus/plugin-pwa": "^3.9.2",
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"@docusaurus/plugin-client-redirects": "^3.9.2",
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"@docusaurus/plugin-pwa": "^3.9.2",
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"@docusaurus/preset-classic": "^3.9.2",
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"@mdx-js/react": "^3.0.0",
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"algoliasearch": "^5.10.2",

website/src/components/HomepageFeatures/index.tsx

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const FeatureList: FeatureItem[] = [
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{
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title: 'Sub-Second Latency',
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title: 'Sub-Second Data Freshness',
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content:
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'Fluss supports low-latency streaming reads and writes, similar to Apache Kafka. Combined with Apache Flink, Fluss enables the creation of high-throughput, low-latency streaming data warehouses, optimized for real-time applications.',
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'Continuous ingestion and immediate availability of data enable low-latency analytics and real-time decision-making at scale.',
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Svg: require('@site/static/img/feature_real_time.svg').default
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},
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{
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title: 'Columnar Stream',
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title: 'Streaming & Lakehouse Unification',
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content:
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'Fluss stores streaming data in a columnar format, delivering up to 10x improvement in streaming read performance. Networking costs are significantly reduced through efficient pushdown projections.',
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Svg: require('@site/static/img/feature_column.svg').default
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'Streaming-native storage with low-latency access on top of the lakehouse, using tables as a single abstraction to unify real-time and historical data across engines.',
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Svg: require('@site/static/img/feature_lake.svg').default
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},
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{
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title: 'Streaming & Lakehouse Unification',
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title: 'Columnar Streaming',
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content:
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'Fluss unifies data streaming and the data Lakehouse by serving streaming data on top of the Lakehouse. This allows for low latencies on the Lakehouse and powerful analytics to data streams.',
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Svg: require('@site/static/img/feature_lake.svg').default
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'Based on Apache Arrow it allows database primitives on data streams and techniques like column pruning and predicate pushdown. This ensures engines read only the data they need, minimizing I/O and network costs.',
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Svg: require('@site/static/img/feature_column.svg').default
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},
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{
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title: 'Real-Time Updates',
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title: 'Compute–Storage Separation',
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content:
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'The PrimaryKey Table supports real-time streaming updates for large-scale data. It also enables cost-efficient partial updates, making it ideal for enriching wide tables without expensive join operations.',
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'Stream processors focus on pure computation while Fluss manages state and storage, with features like deduplication, partial updates, delta joins, and aggregation merge engines.',
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Svg: require('@site/static/img/feature_update.svg').default
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},
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{
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title: 'Changelog Generation & Tracking',
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title: 'ML & AI–Ready Storage',
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content:
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'Updates generate complete changelogs that can be directly consumed by streaming processors in real time. This allows to streamline streaming analytics workflows and reduce operational costs.',
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Svg: require('@site/static/img/feature_changelog.svg').default
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'A unified storage layer supporting row-based, columnar, vector, and multi-modal data, enabling real-time feature stores and a centralized data repository for ML and AI systems.',
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Svg: require('@site/static/img/feature_query.svg').default
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},
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{
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title: 'Lookup Queries',
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title: 'Changelogs & Decision Tracking',
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content:
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'Fluss supports ultra-high QPS for primary key point lookups, making it an ideal solution for serving dimension tables. When combined with Apache Flink, it enables high-throughput lookup joins with exceptional efficiency.',
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Svg: require('@site/static/img/feature_lookup.svg').default
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'Built-in changelog generation provides an append-only history of state and decision evolution, enabling auditing, reproducibility, and deep system observability.',
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Svg: require('@site/static/img/feature_changelog.svg').default
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},
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// {
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// title: 'Interactive Queries',
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// content:
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// 'Fluss is queryable with query engines like Flink, enabling direct data analytics. This reduces development complexity and simplifies debugging.',
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// Svg: require('@site/static/img/feature_query.svg').default
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// },
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];
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function Feature({ title, content, Svg }: FeatureItem) {

website/src/pages/downloads.md

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# Apache Fluss (Incubating) Downloads
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> Apache Fluss (Incubating) is a streaming storage built for real-time analytics which can serve as the real-time data layer for Lakehouse architectures.
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> Apache Fluss (Incubating) is a streaming storage built for real-time analytics & AI which can serve as the real-time data layer for Lakehouse architectures.
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Apache Fluss 0.8.0 is the latest stable release.
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