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Swami Sivasubramanian Keynote Play-by-play

Highlights from Swami Sivasubramanian's data and machine learning AWS re:Invent 2022 keynote.

Swami Sivasubramanian Keynote Play-by-play
At re:Invent or attending remotely? Check out my β€œUltimate Guide to AWS re:Invent 2022” post for some tips and tricks to get the most out of the show.

The data and machine learning keynote at AWS re:Invent is always full of surprised. Swami Sivasubramanian brings a ton of energy to the stage and always have a strong theme and narrative for this talks. This year was no exception.

The keynote was a mix of new features, great use cases, and a call to action for builders. Below is my reaction as it happened πŸ‘‡.

Twitter Thread 🧡

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here we go... @SwamiSivasubram with a data/ml 🧠 focused keynote at @awscloud #reinvent 2022! /cc @AWSEvents /🧡

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very, very dramatic opening to this keynote #reinvent


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if @SwamiSivasubram gets lowered from the ceiling, I’m going to lose it... #reinvent

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apparently the team at @awsevents has realized they own @mgmstudios. crazy dramatic and intriguing intro! #reinvent

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@SwamiSivasubram up now. starting with a great prompt from his daughter, β€œHow do scientists come up with these inventions?” #reinvent

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@SwamiSivasubram covering some key historical discoveries #reinvent



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β€œAre these β€˜ah ha!’ moments really that fast? No. They assimilate information gathered over time”, @SwamiSivasubram Swami walks through the actual timeline for the microwave discovery (30 years) #reinvent

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@SwamiSivasubram diving into how our brains work. how they combine disparate facts and experiences to draw new conclusions in different contexts #reinvent

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pivoting now to the lack of parallel with our organizations. they don’t store and process data like our 🧠 #reinvent

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this is s great way to set up the centralβ€”or what I assume will be the centralβ€”theme of the keynote today key issues: - data isn’t centralized - …isn’t automatically process - …doesn’t naturally flow - …isn’t easy to visualize #reinvent

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... #reinvent

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if you don’t solve πŸ‘† πŸ‘†, you aren’t going to see the benefits of all that data you create/ingest #reinvent

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nice summary slide of @awscloud / @amazon successes rooted in data analysis and insights #reinvent

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I think a lot of ppl sleep on @SwamiSivasubram’s keynote each year there’s a tendency to think, β€œI don’t do data/ml that much”, that’s a mistake this section is a great proof point that data insights drive EVERYTHING #reinvent

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good customer reference highlights #reinvent


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three core elements of a strong data strategy: - future-proof foundation - weave connective tissue - democratize data with tools & education #reinvent

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@SwamiSivasubram is starting with β€œbuilding a future-proof” data foundation #reinvent

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4 key elements to that foundation: - tools for every workload - performance at scale - remove heavy lifting - flexibility and scalability #reinvent

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β€œWe believe that every customer should have access to a wide variety of tools…a one-size fits all approach simply doesn’t work in the long run”, @SwamiSivasubram #reinvent

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the updated datastore & analytics overview slides #reinvent

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the ml 🧠 layer cake makes a reappearnace * remember, stay at the top for as long as possible. tread into the dungeon layer at your own peril! #reinvent

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the whole #! #reinvent

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nerds get the joke πŸ‘† πŸ˜‰πŸ€£πŸ€¦ (sorry, had to) #reinvent

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back to @SwamiSivasubram giving a nice shout out to Athena. I ❀️ because everything just stays in S3…very efficient and cost effective #reinvent

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more on @awscloud Athena at https://aws.amazon.com/athena/ take some time to check it out if you haven’t already #reinvent

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NEW: Amazon Athena for Apache Spark - get started with interactive analytics on Apache Spark in under a second - available today #reinvent


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RECAP: Amazon Redshift Integration for Apache Spark - run Apache Spark on Amazon Redshift data up to 10x faster vs. existing more at : https://aws.amazon.com/blogs/aws/new-amazon-redshift-integration-with-apache-spark/ #reinvent

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strong focus on @ApacheSpark this year #reinvent

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@SwamiSivasubram moving to performance at scale (in the foundations sections) now... #reinvent

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some crazy @awscloud scale highlights #reinvent



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more details on @awscloud DocumentDB at https://aws.amazon.com/documentdb/ #reinvent

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@SwamiSivasubram calling out some of the challenges scaling DocumentDB. not enough capacity or performance in current cluster structures #reinvent

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NEW: Amazon DocumentDB Elastic Clusters - fully managed solution to scale document workloads of virtually any size and scale - available today #reinvent

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call back to @awscloud Athena for Apache Spark. more details in this blog post: https://aws.amazon.com/blogs/aws/new-amazon-athena-for-apache-spark/ #reinvent

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@SwamiSivasubram now into some customer scale examples #reinvent


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first customer speaker up now. Rathi Murthy from @Expedia #reinvent

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scale context for @Expedia #reinvent

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btw, @QuinnyPig’s thread on this keynote starts at https://twitter.com/QuinnyPig/status/1597993393740619778 #reinvent

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πŸ‘† more colour, more snark, more of what’s going on in your 🧠 in @QuinnyPig’s thread I tend to stick mainly to what’s on stage + adding in extra resources w/a little bit of Canadian πŸ‡¨πŸ‡¦ colour πŸ˜‰ #reinvent

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back on stage, Rathi is explaining just how much data her teams are digging through …it’s a lot. tons of interesting engineering and data science problems in there #reinvent

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nice shout out of the impact of travel on people, culture, and understanding using data to drive better insights for ppl is what drives Rathi #reinvent

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btw, the @awscloud + @Expedia case study is up at https://aws.amazon.com/solutions/case-studies/expedia/ #reinvent

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Rathi is currently walking through the high level of price predictions and recommendations for travellers #reinvent

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the examples Rathi cites in this segment are really interesting. would’ve like to see some specific call outs about the challenges or a pointer to more technical follow-ups @Expedia did a talk yesterday (CON322) but it was about #kubernetes #reinvent

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@SwamiSivasubram back up now talking about removing heavy lifting from customers #reinvent

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more on @awscloud DevOps Guru at https://aws.amazon.com/devops-guru/ #reinvent

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... #reinvent

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while other services are getting ml boosts, @awscloud SageMaker continues to do a massive amount of heavy lifting more on SageMaker at https://aws.amazon.com/sagemaker/ #reinvent

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unstructureed data continues to be a persistent challenge for most organizations @SwamiSivasubram its geospatial data as a real pain point #reinvent


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more on @awscloud SageMaker Ground Truth at https://aws.amazon.com/sagemaker/data-labeling/ #reinvent

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NEW Amazon SageMaker now supports Geospatial ML - making it easier to build, train, and deploy ml models using geospatial data 🌍 #reinvent

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call back: more details on Amazon DocumentDB Elastic Clusters in this blog post https://aws.amazon.com/blogs/aws/announcing-amazon-documentdb-elastic-clusters/ #reinvent

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Kumar Chellapilla, GM ML/AI services @awscloud, up now to demo the new geospatial functionality use case is predicting dangerous road contusion due to rising water levels #reinvent


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interesting demo using some built-in models & easily access 3rd party and open data sources #reinvent



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if my count is correct, Kumar is up to 4 different data sources added into this solution? that’s super cool! #reinvent

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looks like SUS201, Detecting deforestation with geospatial images and Amazon SageMaker, covers some of these topics not sure if it includes the new features, but conceptually lots of overlap seating is full, so catch it on YouTube sometime after Thursday #reinvent

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@SwamiSivasubram back up now, diving into reliability and security #reinvent

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lots of reliability and security features built into @awscloud services. some use cases need even more... as @SwamiSivasubram foreshadows an announcement πŸ˜‰ #reinvent

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NEW: Amazon Redshift Multi-AZ - delivering high availability and reliability to support mission-critical analytics workloads #reinvent

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call back, here’s the blog post for @awscloud SageMaker geospatial data: https://aws.amazon.com/blogs/aws/preview-use-amazon-sagemaker-to-build-train-and-deploy-ml-models-using-geospatial-data/ #reinvent

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@SwamiSivasubram moving on to PostgreSQL security… #reinvent

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NEW: Trusted Language Extensions for PostgreSQL - new open-source project to support PostgreSQL extensions on Amazon RDS and Amazon Aurora - available today! #reinvent

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on to the good ol’ reliable Shared Responsibility Model #reinvent

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… #reinvent

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NEW: Amazon GuardDuty RDS Protection - protect you data in Aurora with intelligent threat detection - currently preview #reinvent

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I did not expect a #security launch during this keynote. really pumped about it. @AWSSecurityInfo GuardDuty is absolutely crushing it! #reinvent

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need to focus on @SwamiSivasubram at the moment though. we’ve moved on to the connective tissue principle/aspect of a data strategy this is the 2nd major pillar, we’re done with a data foundation for now #reinvent

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@SwamiSivasubram uses a really interesting real-world example of living root bridges. that bridges (see what I did there?) to: - quality tools and data - governance - connectivity #reinvent



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…and now Amazon Security Lakes too! more at https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-security-lake-preview/ #reinvent

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#protip: anytime you see the word β€œmanual” on an @awscloud slide, you’re about to get something cool... #reinvent

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NEW: AWS Glue Data Quality - automatically measure, monitor, and manage data quality in your data lake - available in preview today #reinvent

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πŸ‘† should’ve been called, β€œAWS Glue Happy Data Boo” #reinvent

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@SwamiSivasubram on to governance now #reinvent


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ohh, he said β€œmanual” again… #reinvent

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more on @awscloud Lake Formation at https://aws.amazon.com/lake-formation/ #reinvent

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NEW: Centralized Access Controls for Redshift Data Sharing - govern access to Redshift data using AWS Lake Formation - available in preview today #reinvent

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🧠 machine learning has it’s own unique set of governance challenges < a massive understatement #reinvent

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I also love how an hour in, @SwamiSivasubram’s smile is only getting wider. amazing energy #reinvent

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NEW: Amazon SageMaker ML Governance - governance and audibility for end-to-end ML development - available today #reinvent

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@SwamiSivasubram recapping Amazon DataZone more on the new service at: https://aws.amazon.com/datazone/ #reinvent

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Shikha Verma (@_Shikha_Verma_), Head of Product, Amazon DataZone up now for a demo #reinvent



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call back: the blog post for Trusted Language Extensions for PostgreSQL on Amazon Aurora is up now at https://aws.amazon.com/blogs/aws/new-trusted-language-extensions-for-postgresql-on-amazon-aurora-and-amazon-rds/ #reinvent

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@_shikha_verma_ is laying out the scenario for the demo. a data producer (sales team) needs to share data with a data consumer(marketing team) in order to complete a campaign analysis #reinvent


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I ❀️ the timeline view on the left of the slide. the screen captures could use a bigger scaling size to help with readability but @_Shikha_Verma_’s talk track is spot on makes it easier to understand the advantages of DataZone this demo is really well constructed #reinvent


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for reference, this demo starts around 1h 8m into the keynote #reinvent

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excellent demo. @_Shikha_Verma_ absolutely nailed it the service looks cool tool, but this segment is worth studying if you ever give presentations #reinvent

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@SwamiSivasubram back up, talking about connected data sources #reinvent

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back on to ETL and β€œZero ETL” mirroring the β€œZero Trust” #security push #reinvent

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re: Zero ETL (or even Zero Trust) #reinvent

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though both concepts are excellent. I just get hung up on terms and how they get diluted over time as more and more ppl β€œbend” (being generous there) the term to server their needs…and sales #reinvent

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@SwamiSivasubram recaps the Amazon Aurora zero-ETLA integration with Amazon Redshift. more on that at https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-aurora-zero-etl-integration-redshift/ #reinvent

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NEW: Amazon Redshift auto-copy from S3 - simplify and automate file ingestion into Redshift - available in preview today #reinvent

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this slide is probably nicknamed, β€œRedshift all the thingz” #reinvent

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continuing the β€œweave” theme #reinvent

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more on Amazon Kinesis Data Firehose at https://aws.amazon.com/kinesis/data-firehose/ #reinvent

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more on Amazon SageMaker Data Wrangler at https://aws.amazon.com/sagemaker/data-wrangler/ #reinvent

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more on Amazon AppFlow at https://aws.amazon.com/appflow/ #reinvent

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πŸ‘†..and Amazon AppFlow just got 50+ new connectors. tons of really useful ones here for a lot of different customers #reinvent

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Amazon SageMaker Data Wrangler gets some of that πŸ‘† goodness too. 40+ new data sources there #reinvent

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lots of connections to various data sources from various data sources…weave is definitely the correct word for this section #reinvent

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next customer speaker up. this time it’s Anna Berg Γ…sberg, global VP, R&D @AstraZeneca #reinvent

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Anna covering the @AstraZeneca @awscloud case: research at scale #reinvent


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remember that @aselipsky announced Amazon Omics during his keynote yesterday more details at https://aws.amazon.com/omics/ #reinvent

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@SwamiSivasubram back up for the 3rd main pillar: democratize data #reinvent

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call back: the blog post for @awscloud Glue Data Quality is up now at https://aws.amazon.com/blogs/aws/join-the-preview-aws-glue-data-quality/ #reinvent

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back to the keynote, @SwamiSivasubram walking through the challenges around education and training for ML/data science #reinvent


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this is part of the first area of this section: a wider net for innvation: - education - training - low-code tools #reinvent


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to help address the education gap... NEW AWS Machine Learning University now provides educator training - train educators in community colleges and MSIs nationwide - available today #reinvent

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more details on the AI & ML scholarship program is available at https://aws.amazon.com/machine-learning/scholarship/ #reinvent

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@SwamiSivasubram points out that we need to help professionals get educated and train as well. lots going on there too #reinvent

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on to low-code and no-code tools now... #reinvent

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shout out for https://t.co/jIzVGVd3kJ. lots of new features have been added this year and this week #reinvent

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more on @awscloud SageMaker Canvas at https://aws.amazon.com/sagemaker/canvas/ #reinvent

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understand but don’t like the focus on no-code/low-code tools for builders who don’t write code I’ve been coding for a very long time & I ❀️ this type of tooling. it’s a level of automation these tools speed up my solutions, let me code only the really tough bits #reinvent

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@SwamiSivasubram back up after a good WarnerBros gaming video. Swami is retiring the three main pillars of today’s keynote - build future-proof foundations - weave connective tissue - democratize data #reinvent

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no surprise, @SwamiSivasubram ends it with a smile! #reinvent

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that’s it for the data/ml keynote. the partner keynote is up later on today remember that session are being uploaded to the @AWSEvents YouTube channel (https://www.youtube.com/@AWSEventsChannel) regularly /🧡 #reinvent

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