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@OtterTuneAI

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Automatically improve your Amazon RDS and Aurora MySQL and PostgreSQL database efficiency & performance.

Pittsburgh, PA
Joined August 2020
Don't wanna be here? Send us removal request.
@OtterTuneAI
OtterTune
2 years
Give your database superpowers with OtterTune's revolutionary machine learning and machine training algorithms that make the database backend run in the best possible configurations, now and in the future.
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@OtterTuneAI
OtterTune
2 years
Let's face it: manual database optimization is the worst. Let OtterTune put database optimization on autopilot So you can get back to what you do best.
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@OtterTuneAI
OtterTune
3 years
Don't own an otter? Do the next best thing and take OtterTune for a spin on your database:
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@OtterTuneAI
OtterTune
10 days
Now this is our kind of documentary: a history of SQL and relational databases. Many thanks to @asianometry for putting to this together. Be sure to check out his other SQL videos, too.
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@OtterTuneAI
OtterTune
2 months
Imagine you have a Postgres table that has 1.5 billion rows and it's growing by 300k rows every minute. Take a journey into indexes, ANALYZE and more.
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@OtterTuneAI
OtterTune
5 months
👻 "When a row in PostgreSQL is updated or deleted, it doesn't disappear. Instead, it evolves into a 'dead tuple' - think of it as the row's ghost," writes Fırat Tamur. Check out his overview of dead tuples, MVCC and vacuum in Postgres. 🐘
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@OtterTuneAI
OtterTune
6 months
Time for a deep, nerdy dive. @eatonphil does an extensive walk through a Postgres query plan.
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@OtterTuneAI
OtterTune
5 months
From the rise of vector databases to SQL:2023 to MariaDB troubles and the FAA outage, 2023 was an exciting year in database history. @OtterTuneAI CEO @andy_pavlo covers all that, plus database VC funding.
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@OtterTuneAI
OtterTune
8 months
🐘 This PostgreSQL post from @andatki is a gold mine. It's loaded with tips and tricks covering topics like queries, autovacuum and indexes, as well as shares some great resources and tools. 🔥
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@OtterTuneAI
OtterTune
2 years
Slow #PostgreSQL queries are the worst. Read about how we tricked Postgres' planner to make the right decision for an ORDER BY LIMIT query without the use of hints:
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@OtterTuneAI
OtterTune
2 years
Benchmark wars, #PostgreSQL dominance, and Larry Ellison's comeback. Read Dr. @andy_pavlo 's review of 2021 DBMS industry highlights.
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@OtterTuneAI
OtterTune
6 months
Want a FREE dashboard for Postgres that monitors system stats, queries, disk space, connections, autovacuum and knob settings, and can run EXPLAIN? Check out PgHero.
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@OtterTuneAI
OtterTune
5 months
Did you miss @andy_pavlo 's "Databases in 2023: A Year in Review" blog? Check out our video companion where he goes over the blog and provides additional commentary
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@OtterTuneAI
OtterTune
6 months
What are indexes? Why are they needed? How did they work? Ekrem Sönmezer goes over these topics and more.
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@OtterTuneAI
OtterTune
2 years
Fall semester is in full swing at @CSDatCMU , where OtterTune co-founder @andy_pavlo teaches the future database experts of the world.
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@OtterTuneAI
OtterTune
3 months
When it comes to indexes, there's a lot of nuance, and simply adding more will not improve performance. @ImenGharsalli goes over index types, misconceptions, creation, best practices, advanced techniques and tuning.
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@OtterTuneAI
OtterTune
8 months
What is a graph database? Are there situations where you'd use it over a relational database? @OtterTuneAI 's @andy_pavlo answers those questions, and dives into NoSQL territory, too. Submit your questions here:
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@OtterTuneAI
OtterTune
9 months
🐘 Query performance often varies depending on how you write queries. For PostgreSQL, what provides better performance? The IN or OR operator? Teaser: it depends how you filter, but one is the preferred, go-to choice. 📊
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@OtterTuneAI
OtterTune
2 months
Locks are used to manage concurrent access to database resources. These locks help maintain data integrity and prevent conflicts between transactions. Dileep Kumar goes over some Postgres lock types with examples.
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@OtterTuneAI
OtterTune
4 months
🗂️ Indexes can help retrieve data faster. Garima Arora goes over Postgres index properties and types. 🚀
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@OtterTuneAI
OtterTune
8 months
"The intellectual distance between a relational database system and NoSQL has shrunk quite a bit." @OtterTuneAI 's @andy_pavlo talks about how NoSQL compares to relational databases and pros and cons of each. To get your question answered, submit one here: .
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@OtterTuneAI
OtterTune
7 months
🤬 While we love Postgres, we DO NOT love its multi-version concurrency control (MVCC) implementation. We dive deep into version copying, table bloat, secondary index maintenance and vacuum management. 🐘
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@OtterTuneAI
OtterTune
4 months
🐘 From using pg_stat_all_indexes to look for needed vs. unneeded indexes to table partitioning to knob adjustments and more, check out these Postgres tips. Yes, we're biased, so we'd say if you really want to optimize your knobs, use @OtterTuneAI . 😉
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@OtterTuneAI
OtterTune
5 months
✅ Transaction isolation helps maintains consistency and integrity even when multiple transactions are being executed simultaneously. @gwenshap goes over the four isolation levels in Postgres and more in this detailed blog. 🐘
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@OtterTuneAI
OtterTune
8 months
Graphs ... vectors ... NoSQL ... so hot right now, but are they truly needed and will they replace relational databases and SQL? Check out this post from @denismagda that has highlights from @andy_pavlo 's PGConf talk.
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@OtterTuneAI
OtterTune
1 year
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@OtterTuneAI
OtterTune
1 month
Indexes in Postgres are about balance: too many can cause issues and too few can as well. Dmitry Romanoff shares a query for finding ineffective indexes with a breakdown of its lines.
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@OtterTuneAI
OtterTune
4 months
As Ihor Lukianov notes, "the cursor allows us to consume the results while the database engine is generating them, thus opening up many possible solutions." He goes over why we need cursors and basic cursor operations.
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@OtterTuneAI
OtterTune
5 months
Need help with pg_stat_statements, advice on if a query is too slow and needs optimization, or instructions on how to import a CSV into Postgres? @samokhvalov of @Database_Lab has you covered with 80+ Postgres guides.
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@OtterTuneAI
OtterTune
1 year
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@OtterTuneAI
OtterTune
11 months
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@OtterTuneAI
OtterTune
7 months
If you downloaded the Postgres documentation, it would be 3,000+ pages. @ryanbooz and @GFritchey go over how to navigate it, its essential sections and helpful, Postgres-related websites to check out in this Redgate Software video.
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@OtterTuneAI
OtterTune
5 months
🐘 @DBEngines has selected PostgreSQL as their 2023 DBMS of the year. Between its extensibility, community support and steady pace of improvements, it's a great choice and we can see why it not only won in 2023, but three prior years as well. 🏆
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@OtterTuneAI
OtterTune
2 years
New OtterTune Blog - Postgres is on the Rise. Check out why this database has made a comeback!
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@OtterTuneAI
OtterTune
3 years
ML-driven automatic tuning for #PostgreSQL ? Come hear @andy_pavlo explain on May 4th. @PostgresWorld
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@OtterTuneAI
OtterTune
3 years
Coming this Wednesday! @andy_pavlo will discuss how Jeff Bezos uses the money that you're wasting on unoptimized RDS databases to pay for his extravagant toys. Register for the webcast here:
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@OtterTuneAI
OtterTune
11 months
🐌 Slow-running PostgreSQL queries can be frustrating. Sure, you can run ANALYZE, but what if it doesn’t provide the necessary improvement? Here are some tips to rev up your queries 🔥
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@OtterTuneAI
OtterTune
8 months
Just what is a vector database? Who are the players and what vector extensions exist? If you're considering a vector database, what requirements and expectations should you have? @chbussler 's excellent article goes over these questions and more.
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@OtterTuneAI
OtterTune
8 months
Need help managing your Postgres configuration? Are you lost in postgresql.conf parameters and need info, recommendations and links to support threads? Then check out .
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@OtterTuneAI
OtterTune
5 months
🙅 While there are lots of Postgres guides that tell you what you SHOULD do, how about one that tells you what NOT to do? From not updating the default value of work_mem to overusing triggers, Phil Booth covers nine things not to do in Postgres. 🐘
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@OtterTuneAI
OtterTune
2 years
Database Talks sponsored by @OtterTuneAI and @Google are back at @CarnegieMellon . Don't miss the first session Monday, September 12th at 4:30pm ET.
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@OtterTuneAI
OtterTune
4 months
🧩 Should you optimize a database for throughput or P99 query latency? The answer is "it depends" but generally P99 query latency is less dependent on the application and does not strongly vary with demand. Dive into the details in this blog. 📈
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@OtterTuneAI
OtterTune
5 months
🔥 A little lost at how to perform something in Postgres or need some advice? @l_avrot has over 150 tips. From using the --csv flag and --expand to listing window functions, she's got you covered. This is a great site to bookmark. 🔖
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@OtterTuneAI
OtterTune
9 months
Ready to start your PostgreSQL journey? @ryanbooz covers topics like command history and paging, autocomplete, displaying object details and types, and more in this @redgate article.
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@OtterTuneAI
OtterTune
11 months
🛢️ In the world of databases, JOINs are very common, but you'll come across lots of definitions and explanations. @justinjaffray offers 13 ways of thinking about them. 🧠
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@OtterTuneAI
OtterTune
3 months
👁️ We enjoy a good MySQL vs. Postgres blog, but how about Apache Cassandra vs. Postgres? @Instaclustr goes into their backgrounds, key features, architecture and use cases, and wraps with their strengths. 🐘
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@OtterTuneAI
OtterTune
5 months
🐘 We agree with @jkatz05 's thoughts on Postgres: "[It's] in a good place ... but we can still do better." He covers availability, performance, developer features and more. 👏
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@OtterTuneAI
OtterTune
2 years
You can have peace of mind knowing OtterTune is monitoring your Postgres database for optimal performance, no matter what you are up to. Click the link to give your database superpowers.
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@OtterTuneAI
OtterTune
2 years
We get asked to support NoSQL databases in addition to #Postgres & #MySQL all the time at OtterTune. But as our co-founder @andy_pavlo discusses in this @IEEESpectrum article, SQL is the standard for interacting with databases:
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@OtterTuneAI
OtterTune
1 year
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@OtterTuneAI
OtterTune
6 months
Write amplification can become a big issue when using Postgres. Using heap-only tuple (HOT) updates can help reduce writes, streamline autovacuum, limit table and index bloat, and increase read efficiency. Check out this in-depth article @Adyen
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@OtterTuneAI
OtterTune
2 years
OtterTune co-founder @danavanaken has been recognized among a select group of database community members and awarded Distinguished Reviewer at the @VLDBconf . Congratulations to everyone working to make this community an innovative space for all.
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@OtterTuneAI
OtterTune
3 years
Hot Take: @JeffBezos bought the Wu-Tang album with all the money he makes from people overpaying for provisioned IOPS for their @PostgreSQL + @MySQL databases.
@nytimes
The New York Times
3 years
A one-of-a-kind album by the Wu-Tang Clan, which Martin Shkreli paid $2 million for at auction, has been sold by the U.S. to cover the debt that the disgraced pharmaceutical executive owed the government.
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@OtterTuneAI
OtterTune
7 months
🛢️Do you know how to use partitions in PostgreSQL? By splitting larger tables into smaller ones, they can improve query performance and optimize random-access reads. Check out @furmanekadam 's guide. 🐘
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@OtterTuneAI
OtterTune
6 months
Extensions can unlock new capabilities in Postgres. In this excellent presentation, @RustProofLabs goes over what extensions are, their history, tours some extensions and looks into how extensions are built 👉 👉
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@OtterTuneAI
OtterTune
3 months
Should you use COUNT(*) or use a LIMIT clause when checking for multiple values in SQL? @JavaOOQ shares examples and benchmarks for this in Postgres, Oracle, MySQL and SQL Server.
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@OtterTuneAI
OtterTune
5 months
🪟 SQL window functions can help with tasks like ranking, aggregation and trend analysis. Hasan Huseyin Cosgun goes over these functions with examples. 🛢️
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@OtterTuneAI
OtterTune
2 years
Database Talks hosted by @CarnegieMellon University are back today at 4:30pm ET! We are kicking off this semester with Dr. Thomas Neumann discussing the Umbra DBMS. Tune in via Zoom or the @CMUDB Youtube channel.
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@OtterTuneAI
OtterTune
11 months
🔥 Query cost helps the query optimizer select the most efficient plan, which can help achieve improved PostgreSQL query performance and resource utilization. Check out Raghavi Shirur's excellent article on the topic. 📈
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@OtterTuneAI
OtterTune
3 years
Our latest article from @andy_pavlo compares black-box and white-box machine learning methods for automatically tuning database systems. OtterTune is a black-box service that optimizes @MySQL @PostgreSQL databases without having to modify system code:
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@OtterTuneAI
OtterTune
3 years
. @andy_pavlo will present the latest research results on using OtterTune to automatically tune real-world databases on Friday March 12 @ 10am ET. Talk includes live demo of OtterTune optimizing @PostgreSQL on @AmazonRDS . See website for details:
@dsdsdnl
Dutch Seminar on Data Systems Design
3 years
The 2nd DSDSD seminar will take place online on March 12, 4pm-5:30pm (CET). Andy Pavlo will talk about OtterTune, an automatic database configuration tuning service, that uses ML to generate and install optimized DBMS configurations.
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@OtterTuneAI
OtterTune
5 months
For production environments, downtime is not acceptable and must be minimized. In this technical and valuable guide, @KnockLabs @brentjanderson goes over how they used logical replication, support scripts and tools to upgrade Postgres with zero downtime.
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@OtterTuneAI
OtterTune
1 year
OtterTune Co-Founder, and Professor of Databases at Carnegie Mellon University, @andy_pavlo , sat down with Tim Veil, host of the podcast Big Ideas In App Architecture, to discuss how we think about using machine learning for database optimization.
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@OtterTuneAI
OtterTune
20 days
Yikes, a query tied to indexing that ran for 1,076 minutes and kept climbing. Alejandro García Montoro dives into the solution to this problem and lessons learned, noting that query optimization is rarely linear.
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@OtterTuneAI
OtterTune
3 years
🔥 Update: OtterTune now offers a starter tier that lets you optimize your first @MySQL or @PostgreSQL RDS database for free. We also make it easier to config AWS perms and run our containerized agent in your network. Full details are here 👇
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@OtterTuneAI
OtterTune
8 months
Optimizing slow Postgres queries can improve performance and reduce costs, but how do you find those queries and what can you do to fix them? @sendtoshailesh goes over using the slow query log, auto_explain and pg_stat_statements.
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@OtterTuneAI
OtterTune
4 months
Max Kremer details issues he had using Postgres on AWS RDS for throughput. Ultimately, he did custom infrastructure via EC2, reducing his AWS bill ~80%. This is why OtterTune exists — we can get more throughput without the need for a custom build.
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@OtterTuneAI
OtterTune
10 months
Two ways to exit PostgreSQL: rage-quit or \q.
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@OtterTuneAI
OtterTune
3 months
Starting with just one Postgres instance in 2020, @figma 's database stack grew 100x in just four years. Learn how Samantha Steele's team used horizontal sharding to address scalability.
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@OtterTuneAI
OtterTune
1 month
"Never ever disable autovacuum. It is your ally. If you have any problem with autovacuum, tune it properly. Don’t disable it," notes Mert Yavaşca. That's why @OtterTuneAI monitors and reports on autovacuum, and tunes multiple knobs tied to it.
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@OtterTuneAI
OtterTune
4 years
OtterTune co-founder Dr. Andy Pavlo is speaking at @UIowaCS with @ochowdhu this Friday Dec 4th 5pm ET. He will discuss the latest research findings on using machine learning to automatically tune database configs. Zoom: Info:
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@OtterTuneAI
OtterTune
10 months
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@OtterTuneAI
OtterTune
3 years
OtterTune's database tuning algorithm juices @MySQL performance on Amazon RDS by 350% compared to AWS's default configuration. You don't need to change your application's code/queries to improve your database. See our latest blog post for details:
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@OtterTuneAI
OtterTune
13 days
Have you every tuned some of the memory-related knobs or parameters in Postgres? @d3rh5n goes over nine of them, showing how tuning them can improve latency 10-20% and vacuum performance 12.5%. @OtterTuneAI tunes many of these automatically.
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@OtterTuneAI
OtterTune
8 months
Interested in getting started with common table expressions (CTEs), stored procedures and views? @eraaeda 's article serves as a good intro.
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@OtterTuneAI
OtterTune
2 years
Did you know that OtterTune automatically detects if your app is stupid because it has duplicate table indexes? Dropping them improves perf and saves money because the DBMS does less useless work. Check your @MySQL or @PostgreSQL database now for free:
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@OtterTuneAI
OtterTune
11 months
🐘 While we love a lot about PostgreSQL, we're not big fans of the VACUUM process. Has Oriole found a solution to this issue? 🤔
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@OtterTuneAI
OtterTune
4 months
🐘 What is the vacuum process in Postgres? What is multi-version concurrency control? How do you tune and monitor vacuum? @HettieDombr covers all that, plus debunks five vacuum myths. 🧹
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@OtterTuneAI
OtterTune
1 year
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@OtterTuneAI
OtterTune
2 years
Do We Still Need People to Write Database Systems? Find out on March 3rd at @dremio 's @SubsurfaceConf when OtterTune co-founder @andy_pavlo drops truth bombs about the latest on ML-optimized databases:
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@OtterTuneAI
OtterTune
1 year
New OtterTune Blog - OtterTune 1.5 to 2.0: Where we are and where we’re going. Check it out!
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@OtterTuneAI
OtterTune
9 months
🚀 We launched on @ProductHunt yesterday! 🎉 To celebrate, we're giving 25% off @OtterTuneAI to the first 25 customers that use a special promo code. Check out our page to learn more and get the promo code 👉 .
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@OtterTuneAI
OtterTune
4 months
🎯 Before you can optimize your databases, you have to identify issues. @furmanekadam discusses tracing the roots of bottlenecks, query flow, deadlocks, cache hit ratio and more. 📊
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@OtterTuneAI
OtterTune
4 months
Ah, much better.
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