Druid - Real-time interactive analytics at scale

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2 j'aime•693 vues

Did you like it? Check out our blog to stay up to date: https://getindata.com/blog In this talk I would like to introduce you to Druid (http://druid.io/), a powerful open-source technology used by companies like Metamarkets, Yahoo, Netflix or eBay, that can be used to create Real-Time Interactive Analytics stack. Druid is a distributed columnar datastore, built specifically for exploratory analytics for OLAP workflows. With it you can build analytics on events streams that power your dashboards, your monitoring, business intelligence and exploratory tools. It can scale with your data, going to hundreds of nodes storing and analyzing petabytes or years of data, while keeping most of queries returning in subsecond time. All that on data that is explorable in few seconds after being ingested. I’m going to talk about Druid specifically, but also about other technologies involved in building Real-Time Analytics stack.

Données & analyses

Master
dataset
Hadoop
files
Hive tables
Batch view
Query layer
Postgres?
>15 minutes
latency
Pre-computed
Pre-aggregated views
ETL
SLOW queries
Kafka

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{
"queryType" : "timeseries",
"dataSource" : "wikipedia",
"intervals" : "2013-01-01/2013-01-08" ,
"filter" : {
"type" : "selector",
"dimension" : "page",
"value" : "Ke$ha"
},
"granularity" : "day",
"aggregations" : [{"type":"count", "name":"rows"}]
}

events

events

12:00 13:00 14:00

* Not mine

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Kafka

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Do you have any questions?

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Check out more about this presentation here: https://www.youtube.com/watch?v=eqNToHn4yB0 The webinar was organized by GetinData on 2020. During the webinar we explaned what does it mean to build a data-driven company. Watch more here: https://www.youtube.com/watch?v=eqNToHn4yB0 Speaker: Rafał Małanij ___ Getindata is a company founded in 2014 by ex-Spotify data engineers. From day one our focus has been on Big Data projects. We bring together a group of best and most experienced experts in Poland, working with cloud and open-source Big Data technologies to help companies build scalable data architectures and implement advanced analytics over large data sets. Our experts have vast production experience in implementing Big Data projects for Polish as well as foreign companies including i.a. Spotify, Play, Truecaller, Kcell, Acast, Allegro, ING, Agora, Synerise, StepStone, iZettle and many others from the pharmaceutical, media, finance and FMCG industries. https://getindata.com

Analytics 101 - How to build a data-driven organisation? - Rafał Małanij, Get...

Analytics 101 - How to build a data-driven organisation? - Rafał Małanij, Get...

Analytics 101 - How to build a data-driven organisation? - Rafał Małanij, Get...

Did you like it? Check out our blog to stay up to date: https://getindata.com/blog The webinar was organized by GetinData on 2020. During the webinar we explaned the concept of monitoring and observability with focus on data analytics platforms. Watch more here: https://www.youtube.com/watch?v=qSOlEN5XBQc Whitepaper - Monitoring ang Observability for Data Platform: https://getindata.com/blog/white-paper-big-data-monitoring-observability-data-platform/ Speaker: Albert Lewandowski Linkedin: https://www.linkedin.com/in/albert-lewandowski/ ___ Getindata is a company founded in 2014 by ex-Spotify data engineers. From day one our focus has been on Big Data projects. We bring together a group of best and most experienced experts in Poland, working with cloud and open-source Big Data technologies to help companies build scalable data architectures and implement advanced analytics over large data sets. Our experts have vast production experience in implementing Big Data projects for Polish as well as foreign companies including i.a. Spotify, Play, Truecaller, Kcell, Acast, Allegro, ING, Agora, Synerise, StepStone, iZettle and many others from the pharmaceutical, media, finance and FMCG industries. https://getindata.com

Monitoring in Big Data Platform - Albert Lewandowski, GetInData

Monitoring in Big Data Platform - Albert Lewandowski, GetInData

Monitoring in Big Data Platform - Albert Lewandowski, GetInData

If you want to learn more about it, check out our webinar here: https://www.youtube.com/watch?v=EfGPY_NyYQ8&t=77s The webinar was organized by GetinData on 2020. During the webinar, we shared our lessons learnt from building and running stream processing platform in production for over 2 years. Watch more here: https://www.youtube.com/watch?v=EfGPY_NyYQ8 Author: Krzysztof Zarzycki Linkedin: https://www.linkedin.com/in/kzarzycki/ ___ Getindata is a company founded in 2014 by ex-Spotify data engineers. From day one our focus has been on Big Data projects. We bring together a group of best and most experienced experts in Poland, working with cloud and open-source Big Data technologies to help companies build scalable data architectures and implement advanced analytics over large data sets. Our experts have vast production experience in implementing Big Data projects for Polish as well as foreign companies including i.a. Spotify, Play, Truecaller, Kcell, Acast, Allegro, ING, Agora, Synerise, StepStone, iZettle and many others from the pharmaceutical, media, finance and FMCG industries. https://getindata.com

Complex event processing platform handling millions of users - Krzysztof Zarz...

Complex event processing platform handling millions of users - Krzysztof Zarz...

Complex event processing platform handling millions of users - Krzysztof Zarz...

Did you like it? Check out our blog to stay up to date: https://getindata.com/blog Nowadays, one tweet can have impact on the value of the company or cryptocurrency. It becomes important for companies to be able to know everything what's happening in the market, especially for startups or when entering the new market. The presentation is about presenting the complex platform used for creating and verifying the strategy for a startup from the Wellbeing market. We go through web scraping-based data ingestion to ElasticSearch, NLP pipelines to understand what people write and what is the possible future of each market predicted by PySpark job. Author: Albert Lewandowski Linkedin: https://www.linkedin.com/in/albert-lewandowski/ ___ Getindata is a company founded in 2014 by ex-Spotify data engineers. From day one our focus has been on Big Data projects. We bring together a group of best and most experienced experts in Poland, working with cloud and open-source Big Data technologies to help companies build scalable data architectures and implement advanced analytics over large data sets. Our experts have vast production experience in implementing Big Data projects for Polish as well as foreign companies including i.a. Spotify, Play, Truecaller, Kcell, Acast, Allegro, ING, Agora, Synerise, StepStone, iZettle and many others from the pharmaceutical, media, finance and FMCG industries. https://getindata.com

Predicting Startup Market Trends based on the news and social media - Albert ...

Predicting Startup Market Trends based on the news and social media - Albert ...

Predicting Startup Market Trends based on the news and social media - Albert ...

Watch our full performance given by our team during the Big Data Technology Warsaw Summit: https://www.youtube.com/watch?v=CBrq7z8ikaM The nature of Big Data projects are nowadays one of its kind - they are not like the data warehousing initiatives in the old days, nor like cloud native applications projects, at least not yet. Variety of technologies, complicated architectures and rapidly changing landscape are just a few challenges that the IT Department is facing in such projects. When you add the number of stakeholders from different departments involved and that Big Data project is sometimes more like an R&D with unpredictable outcome, this makes a mix where the objectives can be easily lost. It is not a surprise that up to 85% of Big Data projects were pure failures (Gartner 2016). In this talk we will share our experience in planning and executing Big Data initiatives in the organisations, with some use cases and good practices in mind Watch our webinar here: https://www.youtube.com/watch?v=CBrq7z8ikaM Speakers: Rafał Małanij Rafał Zalewski Linkedin: https://www.linkedin.com/in/rafalzalewski/ ___ Company: Getindata is a company founded in 2014 by ex-Spotify data engineers. From day one our focus has been on Big Data projects. We bring together a group of best and most experienced experts in Poland, working with cloud and open-source Big Data technologies to help companies build scalable data architectures and implement advanced analytics over large data sets. Our experts have vast production experience in implementing Big Data projects for Polish as well as foreign companies including i.a. Spotify, Play, Truecaller, Kcell, Acast, Allegro, ING, Agora, Synerise, StepStone, iZettle and many others from the pharmaceutical, media, finance and FMCG industries. https://getindata.com

Managing Big Data projects in a constantly changing environment - Rafał Zalew...

Managing Big Data projects in a constantly changing environment - Rafał Zalew...

Managing Big Data projects in a constantly changing environment - Rafał Zalew...

Did you like it? Check out our blog to stay up to date: https://getindata.com/blog Currently there are more and more created videos distributed via multiple social media channels. It becomes more and more important to monitor all of them by companies to verify their customers' feedback, reviews, opinions. During the talk, we talk about extracting text from videos, analyzing language and prepare robust, scalable infrastructure for it. The idea behind platform is about having the mix between managed and self-managed service for Big Data processing. The keynote shows the case study of the MVP of the platform for marketing companies. Author: Albert Lewandowski Linkedin: https://www.linkedin.com/in/albert-lewandowski/ ___ Getindata is a company founded in 2014 by ex-Spotify data engineers. From day one our focus has been on Big Data projects. We bring together a group of best and most experienced experts in Poland, working with cloud and open-source Big Data technologies to help companies build scalable data architectures and implement advanced analytics over large data sets. Our experts have vast production experience in implementing Big Data projects for Polish as well as foreign companies including i.a. Spotify, Play, Truecaller, Kcell, Acast, Allegro, ING, Agora, Synerise, StepStone, iZettle and many others from the pharmaceutical, media, finance and FMCG industries. https://getindata.com

NLP for videos: Understanding customers' feelings in videos - Albert Lewandow...

NLP for videos: Understanding customers' feelings in videos - Albert Lewandow...

NLP for videos: Understanding customers' feelings in videos - Albert Lewandow...

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Building Real-Time Pipelines With FLaNK Timothy Spann, Principal Developer Advocate, Streaming - Cloudera Future of Data meetup, startup grind, AI Camp The combination of Apache Flink, Apache NiFi, and Apache Kafka for building real-time data processing pipelines is extremely powerful, as demonstrated by this case study using the FLaNK-MTA project. The project leverages these technologies to process and analyze real-time data from the New York City Metropolitan Transportation Authority (MTA). FLaNK-MTA demonstrates how to efficiently collect, transform, and analyze high-volume data streams, enabling timely insights and decision-making. Apache NiFi Apache Kafka Apache Flink Apache Iceberg LLM Generative AI Slack Postgresql

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DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK

DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK

Context 1. Social Enterprise collected data on customers & wants to make insight-informed decisions. Objective 2. To identify customer segments to customised offers for each segment. Strategy 3. Explore & Clean data for analysis. 4. Perform K-Means Clustering, in Orange, to find possible segments in the customer data. 5. Tune the model to improve its performance. 6. Visualise the findings, share conclusions, and give insight-driven recommendations. Author: Anthony mok date: 18 Nov 2023 Email: xxiaohao@yahoo.com

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