# mysql (blogs) — RSS Amplifier Recent posts from the 105 feeds in the RSS Amplifier directory that cover mysql. Page: Feed: --- ## [Basic PGP Commands](https://til.marcuse.info/linux/pgp-basics.html) _2027-07-10 · Things I Learned by Andrew Marcuse_ ## [Jaybird 6.0.6 and Jaybird 5.0.13 released](https://www.firebirdnews.org/jaybird-6-0-6-and-jaybird-5-0-13-released/) _2026-08-21 · Mark Rotteveel · Firebird News_ We are happy to announce the release of Jaybird 6.0.6 and Jaybird 5.0.13, providing bug fixes. Jaybird is the Firebird JDBC driver. Changes The following was fixed or changed in Jaybird 6.0.6: The following was fixed or changed in Jaybird 5.0.13: Bug reports about undocumented changes in behavior are appreciated. Feedback can be sent to Firebird-java or reported on the The post Jaybird 6.0.6 and… ## [From Traditional Partitions to Micro-Partitions—How Snowflake and Databend Reduce Data Scanning](https://www.databend.com/blog/category-engineering/cluster-key-pruning) _2026-08-20 · wubx · Databend Cloud | Data Agent-Ready. One Warehouse. Blog_ A cluster key is neither a B-tree index nor a set of independent access paths for individual columns. It improves physical data locality so that similar key values tend to land in the same or adjacent micro-partitions or blocks. This narrows each physical unit's Min/Max range, reduces overlap, and allows the engine to prune more data before reading it. ## [Security Advisory: Privileged ClickHouse access through the Grafana data source in PMM](https://www.percona.com/blog/security-advisory-cve-affecting-pmm/) _2026-08-19 · Ben Judge · Blog - Percona_ Date of release: 19 August 2026 Severity: High Affected product: PMM Impacted versions: 3.9.0 and below Summary Percona has recently been made aware of a security vulnerability affecting PMM. We take the security of our products and the protection of our customers’ data with the utmost seriousness. This advisory describes the vulnerability, the immediate steps … Continued The post Security… ## [Stop guessing at gcache: inspect Galera/PXC write sets with gcache-inspector](https://www.percona.com/blog/stop-guessing-at-gcache-inspect-galera-pxc-write-sets-with-gcache-inspector/) _2026-08-19 · Przemysław Malkowski · Blog - Percona_ The common practice is to size the Galera Cache based on write volume measured during peak load, but often it is more of a guesswork. The writeset cache capacity planning is crucial to shorten the maintenance time and avoid long state transfers while the cluster runs with reduced compute power. Now, if you could understand … Continued The post Stop guessing at gcache: inspect Galera/PXC write sets… ## [check\_smart monitoring plugin 6.18.3 released](https://www.claudiokuenzler.com/blog/1546/check-smart-6-18-3-bugfix-release) _2026-08-18 · ck - yet another tech blog made in switzerland_ The newest release, 6.18.3, is a bugfix release and fixes or improves a couple of things. ## [Fixing Old Software Bugs Without Thinking](https://ronaldbradford.com/blog/2026-08-18-fixing-old-software-bugs-without-thinking/) _2026-08-18 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ I previously came across an issue in my benchmarking work where I relied on the Latency Histogram section of sysbench output. On Linux it worked fine — I generally ran my workload there, so it never mattered. ## [Percona University Comes to Uruguay](https://www.percona.com/blog/percona-university-comes-to-uruguay/) _2026-08-17 · Agustín Gallego · Blog - Percona_ Percona University is coming to Montevideo. On September 23rd, 2026, we’re getting together for a full day of technical talks on open source software, and you are invited! If you work or study with open source software in Uruguay, this one is for you. It’s a whole day of learning, with the people who build … Continued The post Percona University Comes to Uruguay appeared first on Percona . ## [Curating DuckDB Datasets Leveraging AI](https://ronaldbradford.com/blog/2026-08-17-curating-duckdb-datasets-leveraging-ai/) _2026-08-17 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ In Curated MySQL Data Sets for Realistic Testing I described datasets assembled the manual way — download, schema, load, validate, document — over hours or days per source. This post is the follow-up I promised: what changes when AI assists the same workflow, using DuckDB as the target engine and GeoNames as the first example. ## [Why INSERT IGNORE should not be used](https://ronaldbradford.com/blog/2026-08-16-why-insert-ignore-should-not-be-used/) _2026-08-16 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ Let’s say you’re building a reference table from source data, e.g. a silver medallion table from a primary source. In this example I am using a file of random locations on the globe extracted from OpenStreetMap (OSM) as my primary source. ## [Browse ThreatCrush Modules (Sponsored)](https://crawlproof.com/a/H9J90FmwbIAQ) _2026-08-15 · **Sponsored**_ Install community-built security modules to extend real-time threat intelligence and monitoring ## [What Constitutes Clean Data?](https://ronaldbradford.com/blog/2026-08-15-what-constitutes-clean-data/) _2026-08-15 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ Clean data is one of those terms everyone uses and few define precisely. Row counts match? No nulls in key columns? Values within expected ranges? All useful checks — and all insufficient once you move from a table view to a visualization view. ## [MariaDB InnoDB Disk Space & Fragmentation](https://lefred.be/content/mariadb-innodb-disk-space-fragmentation/) _2026-08-14 · lefred · lefred blog: tribulations of a MariaDB Community Advocate_ As a DBA, disk space has always worried me. In fact, the biggest problem for a MySQL/MariaDB DBA is the large, fragmented InnoDB Tablespaces. It was even more problematic when a single tablespace handled everything. But even with a tablespace per table (innodb\_file\_per\_table=ON) fragmentation on large tables can still be an issue and waste disk \[…\] ## [Buenos Aires: Kubernetes Pod Crashing](https://www.n3s0.tech/feed/writeups/sadservers/buenos-aires/) _2026-08-14 · Journal on n3s0 || journal_ Scenario There are two pods: “logger” and “logshipper” living in the default namespace. Unfortunately, logshipper has an issue (crashlooping) and is forbidden to see what logger is trying to say. Could you help fix Logshipper? Because k8s takes a minute or two to change the pod state initially, the check for the scenario is made to fail in the… ## [Curated MySQL Data Sets for Realistic Testing](https://ronaldbradford.com/blog/2026-08-14-curated-mysql-data-sets/) _2026-08-14 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ Synthetic benchmarks have their place, but I have always preferred working with real data. Not client production data — that stays private — but publicly available datasets that reflect the messy shapes, skewed distributions, and indexing challenges you encounter in the wild. ## [Replicating from InnoDB into a DuckDB storage engine](https://www.percona.com/blog/replicating-from-innodb-into-a-duckdb-storage-engine/) _2026-08-13 · Evgeniy Patlan · Blog - Percona_ Our first post showed MySQL 9.7 with one change: mark a table ENGINE=DuckDB and its analytical queries run in DuckDB instead of InnoDB. The question we kept getting after that was about replication. Can you keep a normal InnoDB primary for the writes, and run a replica where the big tables are ENGINE=DuckDB? Then the … Continued The post Replicating from InnoDB into a DuckDB storage engine… ## [MariaDB 13.1 Feature in Focus: JSON Operators and JSON\_TABLE Improvements](https://lefred.be/content/mariadb-13-1-feature-in-focus-json-operators-and-json_table-improvements/) _2026-08-13 · lefred · lefred blog: tribulations of a MariaDB Community Advocate_ MariaDB 13.1 introduces the long-awaited \`-\>\` and \`-\>\>\` JSON operators, together with \`FORMAT JSON\` support in \`JSON\_TABLE()\`. Discover how these improvements simplify JSON queries, preserve nested objects and arrays, and improve compatibility with MySQL applications. ## [COSCUP 2026: Planning your upgrade to MySQL 9.7](https://ronaldbradford.com/blog/2026-08-12-coscup-2026-planning-your-mysql-9-7-upgrade/) _2026-08-12 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ I recently had the pleasure of presenting Planning your upgrade to MySQL 9.7 at COSCUP 2026 in Taipei, Taiwan. COSCUP (Conference for Open Source Coders, Users and Promoters) is one of the largest open source conferences in Asia, and the community there is always engaged and technically sharp. ## [From Kafka to Databend Cloud: Engineering a Trillion-Scale Agent Trace Ingestion Pipeline](https://www.databend.com/blog/category-engineering/agent-trace-ingestion) _2026-08-12 · Jeremy · Databend Cloud | Data Agent-Ready. One Warehouse. Blog_ This post is written for data engineers building Agent Trace pipelines, log analytics systems, Kafka-to-warehouse ingestion, or high-throughput semi-structured data platforms. It explains how Agent Trace data flows from Kafka into Databend Cloud, and how the open-source project \[bend-ingest-kafka\](https://github.com/databendcloud/bend-ingest-kafka) is designed for this workload. ## [Percona for MongoDB: RHEL 10, Its Derivatives, and Debian 13 – On Both x86\_64 and ARM](https://www.percona.com/blog/percona-for-mongodb-rhel-10-its-derivatives-and-debian-13-on-both-x86_64-and-arm/) _2026-08-11 · Radoslaw Szulgo · Blog - Percona_ We’re happy to announce that Percona Server for MongoDB (PSMDB) 8.0.28-12 extends platform support to RHEL 10 and its derivatives (Oracle Linux 10, Rocky Linux 10, AlmaLinux 10, and other RHEL-compatible distributions) for both x86\_64 and ARM (aarch64) architectures. This release also adds support for Debian 13 “Trixie” on x86\_64 and ARM64. We’ll continue to … Continued The post Percona for… ## [Testing To See If An Old Entry Aged Well](https://www.n3s0.tech/feed/journal/testing-to-see-if-an-old-post-aged-well/) _2026-08-11 · Journal on n3s0 || journal_ Doing a run-through of an old post to see if it can be used today. ## [International money transfers (Sponsored)](https://crawlproof.com/a/DuNEK6722jV8) _2026-08-11 · **Sponsored**_ Send money to other countries and manage multi‑currency balances online. ## [Teaching MariaDB About Your Domain](https://lefred.be/content/teaching-mariadb-about-your-domain/) _2026-08-10 · lefred · lefred blog: tribulations of a MariaDB Community Advocate_ When we talk about extending a database server, we usually think about features that could benefit a very large number of users. A new authentication mechanism, a storage engine, an audit plugin, a new generic data type such as UUID or INET, additional JSON functions… these are relatively easy to justify because their potential audience \[…\] ## [Ubuntu on old iMac: Fixing screen dim/sleep](https://jamescrisp.org/2026/08/10/ubuntu-on-old-imac-fixing-screen-dim-sleep/) _2026-08-10 · James · James Crisp_ My old iMac (late 2015, retina 27 inch) sadly reached end of support on OSX a while back. It still has a beautiful screen and enough processor power to do most daily task. I brought it back out of storage to be a Claude co-work box. After a little dalliance with OpenCore (not bad as \[ \] ## [Electric Firebird — Firebird Engine Compiled to WebAssembly, With a Live Browser Demo](https://www.firebirdnews.org/electric-firebird-firebird-engine-compiled-to-webassembly-with-a-live-browser-demo/) _2026-08-09 · mariuz · Firebird News_ Electric Firebird (mariuz/electric-firebird on GitHub) compiles the Firebird database engine to WebAssembly, following the same approach PGlite took for PostgreSQL. The goal is to let Firebird run both server-side (Node.js) and fully client-side in the browser, with no server round-trip required for queries. Highlights: Two backends: a native Node.js implementation (via the Firebird Embedded… ## [How to clean up stuck background migration task BackfillPartitionedWebHookLogsDaily in Gitlab CE](https://www.claudiokuenzler.com/blog/1545/how-to-clean-stuck-background-migration-backfillpartitionedwebhooklogsdaily-gitlab) _2026-08-08 · ck - yet another tech blog made in switzerland_ After updating Gitlab, one particular background migration task (BackfillPartitionedWebHookLogsDaily) never finished. ## [The open way of Percona Search for MongoDB](https://www.percona.com/blog/the-open-way-of-percona-search-for-mongodb/) _2026-08-07 · Radoslaw Szulgo · Blog - Percona_ Percona Search for MongoDB is Percona’s downstream distribution of mongot, the search engine that provides MongoDB’s full-text and vector search capabilities. With this addition, you can power your applications with AI and advanced search techniques – anywhere, and without vendor lock-in. It’s the same search engine that powers MongoDB Atlas Search. Percona Search for MongoDB … Continued The post… ## [The DuckDB MySQL engine at 500 GB](https://www.percona.com/blog/the-duckdb-mysql-engine-at-500-gb/) _2026-08-07 · Evgeniy Patlan · Blog - Percona_ We ran DuckDB MySQL storage engine at scale factor 500. It is around 500 GB of raw TPC-H, three billion lineitem rows on an 80-core server with 187 GB of RAM. Three engines on the same box: InnoDB, our MySQL+DuckDB engine, and plain DuckDB as the reference. Here is what came out. InnoDB finished 18 … Continued The post The DuckDB MySQL engine at 500 GB appeared first on Percona . ## [The diagnostic data MongoDB Atlas doesn’t hand you](https://www.percona.com/blog/the-diagnostic-data-mongodb-atlas-doesnt-hand-you/) _2026-08-06 · Zelmar Michelini · Blog - Percona_ The diagnostic data MongoDB Atlas doesn’t hand you Every MongoDB server keeps a flight recorder. It’s called FTDC, Full Time Diagnostic Data Capture, and it writes about 5,700 metrics every second into a folder called diagnostic.data, right next to your log. It’s delta-encoded and compressed so aggressively that days of history fit in a few … Continued The post The diagnostic data MongoDB Atlas… ## [From Million-Token Agents to Eval-Ready Data](https://www.databend.com/blog/category-customer/agent-trace-eval-pipeline) _2026-08-06 · DatabendLabs · Databend Cloud | Data Agent-Ready. One Warehouse. Blog_ From Kafka ingestion and schema-flexible raw storage to incremental processing, Evals, and governed analytics for million-token AI workloads. ## [Everyone Records the MySQL Audit Log. Nobody Reads It.](https://blog.dbtrail.com/everyone-records-the-mysql-audit-log/) _2026-08-04 · Daniel Guzman-Burgos · featured Archives - dbtrail_ Everyone records audit logs. Almost nobody reads them, because reading them means grep on the database server, a cursor with no WHERE clause, or a log pipeline that costs thousands a year. There is a cheaper shape: keep the answer, not the log. And you do not need an audit plugin to get it. The post Everyone Records the MySQL Audit Log. Nobody Reads It. appeared first on dbtrail . ## [Firebird Adds Optional Static fbclient Libraries, Including Symbol-Collision Prevention](https://www.firebirdnews.org/adds-optional-static-fbclient-libraries-including-symbol-collision-prevention/) _2026-08-04 · mariuz · Firebird News_ Firebird’s client library, libfbclient / fbclient.dll, has always been distributed exclusively as a shared library. PR #9104 by Adriano dos Santos Fernandes, merged into the Firebird source tree on July 24, 2026, changes that: it introduces an optional, non-default static archive (libfbclient.a on POSIX, fbclient\_static.lib on Windows) for applications that need to link the client library… ## [Reach prospects with real signals (Sponsored)](https://crawlproof.com/a/3RV77sIxZUzO) _2026-08-04 · **Sponsored**_ Find prospects talking about your problem and get context-backed moments to engage ## [Databend Product Updates - From Spatial Index Join to Eval Data Pipelines](https://www.databend.com/blog/category-product/spatial-join-eval-pipeline) _2026-08-04 · DatabendLabs · Databend Cloud | Data Agent-Ready. One Warehouse. Blog_ Over June and July 2026, Databend shipped 182 changes across query optimization, spatial analytics, open lakehouse integration, data pipelines, stability, and security. ## [CloudJump III Optimizing Cloud Databases for Tiered Storage(SIGMOD 2026)](http://baotiao.github.io/2026/08/03/cloudjumpIII.html) _2026-08-03 · baotiao · 做有积累的事情_ 在云原生数据库的演进中, 计存分离让计算层和存储层可以独立扩展, 共享存储让多个计算节点访问同一份数据成为可能. ## [Grafana 13.1.1 Debian upgrade broken due to bug in postinst script (and how to fix it)](https://www.claudiokuenzler.com/blog/1544/grafana-13.1.1-debian-package-broken-post-installation-script) _2026-08-02 · ck - yet another tech blog made in switzerland_ The Grafana 13.1.1 Debian package contains an error in the post-installation script. Here is how to fix it and finish the apt upgrade process. ## [Pointille: Packing Circles in a Polygon](https://www.philihp.com/2026/pointille-radius.html) _2026-08-02 · Philihp Busby Blog Posts_ ## [FBSimCity v0.6.0: the replication district — journal segments, commit order, and a synchronous replica that dies](https://www.firebirdnews.org/fbsimcity-v0-6-0-the-replication-district-journal-segments-commit-order-and-a-synchronous-replica-that-dies/) _2026-08-01 · mariuz · Firebird News_ Correction (added 9 August 2026): the section below headed “A synchronous replica that dies hangs commits” is wrong. Dmitry Sibiryakov pointed this out on firebird-general, and the source confirms it. In src/jrd/replication/Publisher.cpp, checkStatus() is called with canThrow = false on the commit path, so it cannot throw; disable\_on\_error (default true) instead clears the replicating flags,… ## [IBX for Lazarus 2.7.11 and 2.7.12 released](https://www.firebirdnews.org/ibx-for-lazarus-2-7-11-and-2-7-12-released/) _2026-07-31 · mariuz · Firebird News_ MWA Software has published two bug-fix releases of IBX for Lazarus, the Lazarus components for accessing Firebird databases. 2.7.11 (2 June) fixes field-to-column mapping when a SELECT uses aggregate or concatenation functions without an explicit alias. Firebird reports the same alias name for each function of a given type, and IBX’s disambiguation could previously associate fields with the wrong… ## [node-firebird v2.6.0 – v2.14.0: roadmap complete, issue tracker at zero](https://www.firebirdnews.org/node-firebird-v2-6-0-v2-14-0-roadmap-complete-issue-tracker-at-zero/) _2026-07-31 · mariuz · Firebird News_ The pure-JavaScript node-firebird driver for Node.js shipped eight releases in under a week (v2.6.0 – v2.14.0), completing its entire roadmap and closing all 47 open issues — some dating back to 2015. Highlights for Firebird users: Firebird 6.0 Protocol 20 fully supported — the long-standing prepare hang was root-caused and fixed (v2.10.0) The sporadic Srp/Srp256 authentication failure solved —… ## [Hacking Workshop for September 2026](https://rhaas.blogspot.com/2026/07/hacking-workshop-for-september-2026.html) _2026-07-31 · Robert Haas · Robert Haas_ I'm pleased to announce that David Rowley will be joining us in September to discuss his talk Optimizing code in the hot path; with examples from tuple deformation . If you're interesting in joining us, please sign up using this form and I will send you an invite to one of the sessions. As always, thanks to David for agreeing to join the sessions. Read more » ## [Announcing cl-firebird v1.0.0: Pure Common Lisp Driver with Full node-firebird Parity & Multi-Version CI Matrix](https://www.firebirdnews.org/announcing-cl-firebird-v1-0-0-pure-common-lisp-driver-with-full-node-firebird-parity-multi-version-ci-matrix/) _2026-07-31 · mariuz · Firebird News_ We are excited to announce the release of cl-firebird v1.0.0 — a pure Common Lisp database driver for Firebird 3.0, 4.0, 5.0, and 6.0+. Featuring full 1:1 feature parity with node-firebird, this release brings 12-factor connection URIs, thread-safe connection pooling, named placeholder parameter binding, custom type parsers (type-cast), streaming cursors, database events (POST\_EVENT), Service… ## [Stored Procedures memory consumption in Percona Server for MySQL](https://www.percona.com/blog/stored-procedures-memory-consumption-in-percona-server-for-mysql/) _2026-07-31 · Bogdan Degtyariov · Blog - Percona_ 1. What it is about This investigation began as a performance comparison for different memory allocators. However, during benchmarking, I discovered unexpected effects deserving a more detailed explanation. I hope you find these findings both interesting and useful. Imagine you need to set up a MySQL database server. Every detail is planned: the operating system, … Continued The post Stored… ## [DataEngBytes Sydney Overview](https://ronaldbradford.com/blog/2026-07-31-dataengbytes-sydney-overview/) _2026-07-31 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ I have just returned from my first DataEngBytes conference in Sydney. Here is a quick summary on my thoughts for the event. I plan to go into more detail on great points from presentations in later posts. ## [Percona Server for MongoDB 8.3 Technical Preview Is Now Available](https://www.percona.com/blog/percona-server-for-mongodb-8-3-technical-preview-is-now-available/) _2026-07-30 · Radoslaw Szulgo · Blog - Percona_ Percona Server for MongoDB 8.3 is available today as a Technical Preview. It is not for production. It is for your lab, your staging cluster, and your benchmark harness – and for sharing with us what works and what does not. Especially if this version is your segue to leverage upcoming full-text and vector search … Continued The post Percona Server for MongoDB 8.3 Technical Preview Is Now… ## [FBSimCity v0.4.0: the backup yard — gbak pins the OIT, nbackup fills the delta](https://www.firebirdnews.org/fbsimcity-v0-4-0-the-backup-yard-gbak-pins-the-oit-nbackup-fills-the-delta/) _2026-07-30 · mariuz · Firebird News_ FBSimCity, the explorable isometric city of Firebird internals, is at v0.4.0. This release adds a whole backup yard, built around what gbak and nbackup actually do. gbak: the backup that pins your OIT gbak takes a logical backup online: it attaches like any other client and reads every table through a snapshot transaction. That snapshot is the interesting part, because The post FBSimCity v0.4.0:… ## [FBSimCity: an explorable city that shows how Firebird works](https://www.firebirdnews.org/fbsimcity-an-explorable-city-that-shows-how-firebird-works/) _2026-07-29 · mariuz · Firebird News_ FBSimCity is an interactive visualization of Firebird internals: an explorable isometric city where every building is a subsystem from the classic Conceptual Architecture for Firebird paper (Chan & Yashkir), and queries commute through the pipeline as glowing particles — REMOTE harbor -\> Y-valve -\> DSQL -\> JRD, with the lock manager tower watching over it. The simulation is Firebird-flavored… ## [MySQL 8.0 to 8.4 upgrade on RDS: how to prove your data survived](https://blog.dbtrail.com/mysql-8-0-to-8-4-upgrade-on-rds/) _2026-07-28 · Daniel Guzman-Burgos · featured Archives - dbtrail_ Standard support for MySQL 8.0 on RDS ends on July 31. The in-place upgrade to 8.4 takes minutes and there is no way back. Here is how I checked, on a real RDS instance with every MySQL data type I could think of, that it did not change a single row. The post MySQL 8.0 to 8.4 upgrade on RDS: how to prove your data survived appeared first on dbtrail . ## [From Global Sorts to Sketches](https://www.databend.com/blog/category-engineering/optimizer-sketches) _2026-07-28 · KKould · Databend Cloud | Data Agent-Ready. One Warehouse. Blog_ This article explains how Databend combines KLL, Top-N, and Count-Min Sketch (CMS) to build optimizer statistics with lower \`ANALYZE\` overhead. Together, they balance histogram efficiency with accurate estimates for skewed and high-frequency values. ## [MITRE ATLAS - A 2025 Review](https://ronaldbradford.com/blog/2026-07-27-mitre-atlas/) _2026-07-27 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ The MITRE ATLAS Matrix provides a working knowledge base of adversary tactics, techniques, and real-world case studies specifically for Artificial Intelligence (AI) and Machine Learning (ML) systems. It adapts the established MITRE ATT&CK adversary tactics and techniques matrix which is the standard reference for traditional IT cybersecurity. ## [Productizing a Service: From Hours to Licenses](https://www.sethserver.com/startups/productizing-a-service-from-hours-to-licenses.html) _2026-07-26 · Seth Black · Sethserver: AI, Python, and Startups_ Learn how to identify which parts of your consulting work can become products and which can't. A practical guide to transitioning from billing hours to building scalable products, including pricing strategy, managing the revenue gap, and knowing when to automate versus when to stay hands-on. ## [Say the Name: MariaDB, MySQL, and the Ecosystem We Share](https://lefred.be/content/say-the-name-mariadb-mysql-and-the-ecosystem-we-share/) _2026-07-25 · lefred · lefred blog: tribulations of a MariaDB Community Advocate_ Names are important. They help us identify people, projects, products, pets, database servers, and occasionally the correct bug tracker. This may sound obvious, but the database world has spent more than fifteen years proving that it is not. MySQL and MariaDB share a substantial amount of history, syntax, tooling, knowledge, applications, and community. They also \[…\] ## [Foundational Frameworks for GenAI Security Analysis](https://ronaldbradford.com/blog/2026-07-24-foundational-frameworks-for-genai-security-analysis/) _2026-07-24 · Ronald Bradford - Data Architect, MySQL Expert, Author & Speaker on Enterprise Data Architect | Principal Data Strategist | MySQL Subject Matter Expert | Author | Speaker_ Three frameworks form the analytical foundation of this series’ threat analysis, selected for their complementary coverage of the GenAI security landscape and their broad adoption across enterprise security practices. The MITRE Adversarial Threat Landscape for AI Systems (MITRE ATLAS) maps tactics and techniques specific to AI systems.