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Replying to @PopBase
Pulling 6.19M streams on a single day to lock down 10 consecutive days at #1 on Global Spotify is an absolute masterclass in retention. Ariana Grande's streaming stability right now proves how a perfectly executed rollout converts high release-day curiosity into permanent listening habits. #MusicBusiness #StreamingData
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Stream computing latency down to sub-millisecond. DolphinDB's stream engine processes real-time data with end-to-end latency measured in microseconds, not seconds. #DolphinDB #StreamingData #LowLatency
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๐Ÿ๐ŸŽ๐Š ๐†๐ข๐ญ๐‡๐ฎ๐› ๐ฌ๐ญ๐š๐ซ๐ฌ ๐Ÿ๐จ๐ซ ๐จ๐ฉ๐ž๐ง-๐ฌ๐จ๐ฎ๐ซ๐œ๐ž ๐ƒ๐ข๐ฌ๐ค๐ฅ๐ž๐ฌ๐ฌ ๐Š๐š๐Ÿ๐ค๐š ๐จ๐ง ๐’๐Ÿ‘. When we launched AutoMQ v0.6.6 as an open source project in November 2023, we started with one belief: Kafka should become truly cloud-native. Traditional Kafka was built around broker-local disks. At cloud scale, that often means expensive storage, cross-AZ replication cost, heavy partition reassignment, and complex operations around scaling. AutoMQ takes a different path. It is a Kafka-compatible streaming storage engine that moves Kafka storage from local disks to S3-compatible object storage, while keeping the clients, APIs, workloads, and ecosystem tools Kafka users already know. Today, AutoMQ is one of the most mature open-source Diskless Kafka implementations, validated in production by industry-leading teams including Grab, JD.com, Tencent, Honda, and more Over the past two and a half years, AutoMQ has continued to contribute to the Kafka ecosystem: 1๏ธโƒฃ Diskless Kafka on S3, with shared storage instead of broker-bound local disks 2๏ธโƒฃ Stateless brokers for lighter scaling, reassignment, and recovery 3๏ธโƒฃ Table Topic, bringing Kafka streams directly into Apache Iceberg tables without a separate ETL pipeline 10K stars is more than a milestone. It is a signal that the Kafka community is actively exploring a more cloud-native future. Thank you to everyone who starred the repo, tried AutoMQ, opened issues, shared feedback, contributed code, or challenged us to make the project better. This is just the beginning. GitHub: lnkd.in/gt7NVRbh #AutoMQ #ApacheKafka #Kafka #OpenSource #CloudNative #S3 #ApacheIceberg #StreamingData
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Built a powerful Netflix Analytics Dashboard showcasing deep insights into streaming performance, content trends, viewer engagement, ratings, genres, and global distribution patterns. ๐Ÿ“Š Key Insights Included: โ€ข Most watched genres โ€ข Content growth over the years โ€ข Ratings distribution โ€ข Country-wise content analysis โ€ข Movies vs TV Shows comparison โ€ข Viewer trend visualization Tools Used: ๐Ÿ”น Power BI ๐Ÿ”น Excel ๐Ÿ”น Data Visualization Techniques Turning raw entertainment data into actionable business insights. ๐Ÿš€ #Netflix #PowerBI #DataAnalytics #DashboardDesign #BusinessIntelligence #DataVisualization #DataScience #Analytics #StreamingData #Excel #SQL #Python
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Free movies and TV consumer data is on Dorea Brain right now. 25 real responses. What people are watching, what they're skipping, and what they think. Open to everyone: dorea.io/brain #Entertainment #StreamingData #Dorea #OpenData

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Most enterprises are deploying #AI agents without a plan for what those agents can access, what they can do, or how to prove it when something goes wrong. Sound familiar? ๐Ÿค” Redpanda CEO @emaxerrno sat down with @NeilCHughes from Tech Talks Network to talk about why #streamingdata is the foundation #agentic AI actually needs, and what happens when you skip that part. The conversation covers a lot of ground: #governance gaps, agent transcripts, explainability in regulated industries like banking and manufacturing, and why the Redpanda #AgenticDataPlane exists to close the gap between ambitious #agent deployments and production-ready ones. Also covered: Redpanda's work with @nvidia Vera, where benchmarks showed 5.5x lower latency and 73% higher throughput. Speed matters. But so does knowing what your agents did and why. ๐Ÿ” Listen to the full episode ๐ŸŽง techtalksnetwork.com/podcastโ€ฆ
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May 11
Margo's got money trouble. Viewership? That's a different story. 1.2M U.S. households for the premiere, averaging 1M viewers/ep across 6 episodes. For Apple TV, that's a hit. Sleeper of the year? #SambaInsights #MargosGotMoneyTrouble #AppleTV #StreamingData #Samba
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AWS Summit, Bengaluru - 2026 is a wrap! Two days full of great conversations, new connections, and a lot of excitement around real-time data. Loved meeting so many of you at Booth B17 and seeing the response to #Condense (and the swag ๐Ÿ˜„). Until next time! Learn More about Condense here: zeliot.in/condense Read Documentation here: docs.zeliot.in/condense Quick links: zeliot.in/quick-links #AWS #AWSSummit #AWSBengaluru #AWSSummitBengaluru2026 #Data #DataStreaming #StreamProcessing #StreamingData #AI #Streams #Kafka #ManagedKafka #CondenseApplications
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๐ŸŽต Me and my shadow, never apart... ๐ŸŽต Disaster recovery for #streamingdata is one of those things that everyone needs but nobody likes to set up. External replication tools like #MirrorMaker mean extra hardware and no guarantee of data fidelity. (Not to mention more grey hairs.) Shadow Linking is Redpanda's built-in, enterprise-grade disaster recovery feature. ๐ŸŽ‰ No external service or no JVM tuning. Just continuous, high-fidelity replication built straight into the broker. โœŒ๏ธ Paul Wilkinson walks through the full architecture, switchover and failover flows, and even throws in a demo so you can try it yourself. Read the full post ๐Ÿ‘‡ redpanda.com/blog/shadow-linโ€ฆ #datastreaming #Kafka #developer
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Apr 20
The Pitt did it the old-fashioned way: one episode a week, no binge drop, just a full season of must-watch television. ๐Ÿ“บ Viewership of the S2 finale on Max surged 87% from the S1 finale and 13% from the S2 premiere, proving that The Pitt's audience just keeps growing. Strong reviews, Emmy buzz, and relentless word of mouth made it one of the most-watched titles in our weekly rankings, week after week. #ThePitt #StreamingData #SambaTVInsights #SambaInsights #HBOMax
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K4OS Statistics: "Uff Baby" ๐ŸŽง โ€” Ayer: 10,052,518 โ€” Hoy: 10,068,044 โ€” Crecimiento: 15,526 La canciรณn registra el mayor incremento de reproducciones en las รบltimas 24 horas. @K4OS_oficial #K4OS #StreamingData
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Apr 15
#Euphoria spent 4 years off air. Its cast spent those 4 years becoming movie stars. ๐ŸŽฌ #Zendaya picked up two more Emmys. #JacobElordi got an Oscar nomination for Frankenstein. #SydneySweeney became one of Hollywood's most in-demand leads. And when the show came back, it jumped 5 years forward โ€” no more East Highland High. Samba data shows the #EuphoriaS3 premiere drew 11% more US households than the White Lotus S3 debut on its opening day. However, it still came in 32% below the gold standard: The Last of Us S2E1. The wait was long and the data tells the story. ๐Ÿ“Š #SambaTV #SambaTVInsights #StreamingData
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Germany's charts are looking legendary today! ๐Ÿ‡ฉ๐Ÿ‡ช ๐ŸŽถ @dominicfike is absolutely dominating with "Babydoll" at #1, while legends like @linkinpark and @rihanna are showing their timeless power in the Top 10. ๐ŸŽค๐Ÿ‘‘ Dive into the full Germany Daily Charts: zonitex.com/country/de/germaโ€ฆ #GermanyCharts #MusicData #DominicFike #LinkinPark #Rihanna #SpotifyStats #StreamingData #MusikDaten
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A massive shift in the US music scene! ๐Ÿ‡บ๐Ÿ‡ธ ๐Ÿ“‰ Ella Langley is officially dominating the charts with "Choosin' Texas" hitting #1, while Morgan Wallen and Bad Bunny hold strong in the Top 3. ๐Ÿค ๐Ÿ”ฅ Explore the full breakdown: zonitex.com/country/us/uniteโ€ฆ #MusicData #USCharts #EllaLangley #MorganWallen #BadBunny #SpotifyStats #StreamingData
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๐—™๐—ฎ๐˜€๐˜ ๐—ถ๐˜€๐—ปโ€™๐˜ ๐—ฒ๐—ป๐—ผ๐˜‚๐—ด๐—ต. For years, message streaming systems have optimized for throughput and cost. Benchmarks got bigger. Numbers looked impressive. But real systems donโ€™t run on benchmarks. End Users donโ€™t feel throughput. End Users donโ€™t feel cost. They feel ๐—น๐—ฎ๐˜๐—ฒ๐—ป๐—ฐ๐˜† ๐˜€๐—ฝ๐—ถ๐—ธ๐—ฒ๐˜€. They feel ๐˜‚๐—ป๐—ฝ๐—ฟ๐—ฒ๐—ฑ๐—ถ๐—ฐ๐˜๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†. They feel when systems break under pressure. The real problem isnโ€™t speed. Itโ€™s ๐—ฐ๐—ผ๐—ป๐˜€๐—ถ๐˜€๐˜๐—ฒ๐—ป๐—ฐ๐˜† ๐—ฎ๐˜ ๐˜€๐—ฝ๐—ฒ๐—ฒ๐—ฑ. Thatโ€™s why weโ€™re building LaserData โ€” ultra-low latency, predictable message streaming infrastructure for the AI era, without compromising throughput or cost! Built by the creators of @ApacheIggy We believe the next generation of streaming systems wonโ€™t be defined by how fast they areโ€ฆ but by how ๐—ฝ๐—ฟ๐—ฒ๐—ฑ๐—ถ๐—ฐ๐˜๐—ฎ๐—ฏ๐—น๐—ฒ they are at tail latencies under real-world conditions. ๐—ง๐—ต๐—ถ๐˜€ ๐—ถ๐˜€ ๐—ท๐˜‚๐˜€๐˜ ๐˜๐—ต๐—ฒ ๐—ฏ๐—ฒ๐—ด๐—ถ๐—ป๐—ป๐—ถ๐—ป๐—ด. #AIInfrastructure #DistributedSystems #StreamingData #UltraLowLatency #DataEngineering #CloudInfrastructure #OpenSource #ApacheIggy
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Mar 30
The #Oscars are over. The streaming data tells the real story. ๐ŸŽฌ #Hamnet hit #Peacock nine days before the ceremony and had the highest post-Oscars viewership of any Best Picture nominee. The timing meant the film was new to streaming audiences precisely when the industry was paying the most attention to it. Meanwhile, Best Picture winner #OneBattleAfterAnother saw the lowest viewership following the Oscars, raising a pointed question about whether the Best Picture prize still moves the needle in the streaming era. Since it was released on #HBOMax back in December, most people had already seen it months ago. The lesson? In today's streaming landscape, when a film lands matters just as much as what it wins. #Oscars2026 #StreamingData #SambaTVInsights #SambaInsights #SambaAI
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2026 data engineer mood : Agentic pipelines that self-heal Streaming > batch forever You're the context architect for trillion-param models Addicted to that 80% latency drop when the LLM stops hallucinating? Your current obsession? Drop it #DataEngineering #StreamingData
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Several songs across multiple artists are showing negative daily numbers and slight decreases in total streams compared to yesterday. This appears to be related to a possible Spotify data correction or stream filtering update, though no official statement has been released yet. Among Celine Dionโ€™s catalog, โ€œMy Heart Will Go Onโ€ seems to be the most impacted track so far. Have you noticed similar changes on other artistsโ€™ pages today? ๐Ÿ‘€ #CelineDion #MyHeartWillGoOn #Spotify #SpotifyStreams #StreamingUpdate #MusicCharts #SpotifyCharts #StreamingData
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Netflix is on an absolute action movie tear ๐ŸŽฌ๐Ÿ’ฅ and War Machine debuting as the #1 streaming program of the week this past Friday is just the latest proof. The Rip already holds the #1 streaming movie of the year so far and the hits just keep coming, with both films surpassing 7M U.S. household views in their first 3 days. #Netflix #SambaTVInsights #TheRip #WarMachine #StreamingData #SambaTV
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UPDATE ๐Ÿค“ โ€œCosa Nuestraโ€ de Rauw Alejandro alcanza los 3 billones de reproducciones totales en la plataforma Spotify ๐ŸŒ Actualmente supera los 4 millones de streams diarios, reflejando un desempeรฑo sรณlido y sostenido en plataformas digitales โœจ๐Ÿ”ฅrespaldando la consistencia, alcance internacional y una conexiรณn activa con la audiencia global. Esto es โ€œCosa Nuestraโ€ no creo que lo entiendan. #CosaNuestra #RauwAlejandro #StreamingData #latinmusic
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