Wednesday, September 23, 2026

The State of APEX 2026


For years, Oracle APEX was stuck with an unfair reputation: people saw it as a handy little tool for building internal bespoke applications, quick spreadsheets-turned-apps, or fast prototypes that only a single department would ever use.

That old perception simply doesn't hold up anymore.

Today, major Fortune 500 enterprises and large government agencies run their core, mission-critical operations on APEX. It routinely handles high-traffic, high-security systems used by tens of thousands of people at once. Backed by Oracle Database 23ai, modern developer workflows, and built-in AI capabilities, APEX has shed its image as just a "quick mockup tool." It has earned its place as a robust, enterprise-grade engineering platform.

Here is what actually drove that transformation:

  • Handling real-world scale and serious traffic: In the early days, critics assumed an app built inside the database couldn't handle enterprise-level loads. Today, large global organizations use APEX for core transactional workflows, processing massive transaction volumes without breaking a sweat or needing bloated server farms.

  • Smarter apps powered by built-in AI: Instead of stitching together separate, fragile machine learning pipelines, teams can tap directly into native database AI features like natural language search and automated assistance. Developers can turn business questions into working queries and features in minutes, right where the data already lives.

  • Modern developer practices from day one: APEX is no longer an isolated sandbox where code gets trapped. It fits cleanly into modern DevOps pipelines, supporting version control, automated testing, and CI/CD pipelines just like any traditional full-stack codebase.

  • Enterprise security without the extra plumbing: Instead of writing layers of custom authentication and authorization logic from scratch, APEX inherits Oracle’s rock-solid security out of the box—encrypting data, enforcing role-based permissions, and locking down access natively.

  • Closing the gap between idea and production: Traditional software engineering often requires armies of specialized developers just to build basic screens and connect APIs. APEX removes that friction, allowing experienced database engineers to deliver rock-solid, production-grade applications in days rather than waiting for next year’s budget cycle.

1. Where the Platform Stands Today: The Tech, The Architecture, and How It Actually Works

Modern APEX development is built on a straightforward idea: bring the application logic directly to where the data lives. Instead of bouncing requests back and forth across different servers, networks, and middleware layers, APEX runs right inside the database engine. This cuts out unnecessary delays, reduces moving parts, and keeps performance blazing fast.

Here is what that looks like in practice:

Built-in AI That Actually Does Useful Work (GenDev)

AI-assisted development has moved past the gimmick stage. Today, it’s a standard, everyday part of building software in APEX:

  • Plain-English App Building (APEX AI Assistant): You no longer have to manually type out every table definition, query, or interaction rule from scratch. You can simply describe what you need in plain English—like "create an invoice tracking table with vendor lookups and approval statuses"—and the built-in assistant generates the schema, mock data, and functional page layouts right inside the builder.

  • Grounding AI in Your Real Data (RAG Without the Hassle): In traditional setups, building a chatbot that understands your internal business data requires setting up separate vector databases, API gateways, and custom synchronization scripts. In APEX, you simply link your preferred AI model (like OCI GenAI or Azure OpenAI) directly to your tables. The app feeds live, secure company context to the AI in real time—set up in minutes instead of months of custom coding.

  • Semantic Search That Understands Meaning (AI Vector Search): Users don't always know the exact keyword or part number they’re looking for. Using native vector search in Oracle Database 23ai, APEX can search by concept and intent rather than just exact text matches. If a customer searches for "sturdy waterproof hiking boots," the system returns the right products even if the product description only says "all-weather outdoor footwear."

Visual, Bulletproof Business Workflows

Complex approval chains used to mean thousands of lines of fragile, custom PL/SQL code that only one person on the team understood:

  • No More Homegrown State Machines: APEX now includes a visual, drag-and-drop workflow engine. You can map out multi-step approvals, automated email notifications, and task assignments visually.

  • Auditable and Resilient: If a process needs manager sign-off, halts for an external API response, or hits an unexpected error, it doesn't crash or get lost. Tasks can pause, wait for human input, and resume seamlessly—with a full, built-in audit trail showing who approved what and when.

The Best of Both Worlds: Relational Power Meets JSON Flexibility

For years, developers faced a frustrating trade-off: use traditional relational tables for rock-solid data integrity, or use document databases like MongoDB for fast, flexible JSON payloads:

  • JSON Relational Duality Views: APEX bridges this divide completely. Developers can read and write modern JSON documents through simple APIs, making it effortless to build modern front-ends and mobile feeds.

  • Zero Compromises on Data Integrity: Underneath the hood, the data is still stored in standard relational tables. That means you never lose ACID[1] guarantees, you avoid duplicate data, and your reports run at full database speed without messy sync jobs.


2. The Enterprise Footprint: Connecting Heavy Systems to Real-World Needs, Fast

Most large companies aren't hurting for data. Their servers are overflowing with it. What they lack is speed—the ability to turn that data into working tools before the business need changes.

Huge, complex ERP platforms (like SAP, Oracle E-Business Suite, or NetSuite) and tangled webs of microservices run the core business, but they are notoriously slow to modify. A business unit asks for a straightforward approval screen or a field-service tracking tool, and IT hands them an 18-month timeline and an astronomical quote. The result? Innovation grinds to a halt under a massive backlog, and frustrated teams quietly resort to messy, insecure spreadsheets.

Enterprises are using APEX as the bridge over that logjam:

  • A fast, clean front door for heavy backends: Instead of tearing out or heavily customizing rigid ERPs—which is expensive, risky, and a nightmare to upgrade—teams build focused, modern APEX apps on top of them. APEX talks directly to core databases, REST APIs, and event streams, giving end users sleek, mobile-friendly interfaces without touching the core system's plumbing.

  • Taming sprawling microservices: While microservices offer backend flexibility, stitching them into a unified, user-friendly interface often requires armies of frontend engineers and endless API coordination. APEX consumes standard REST and GraphQL endpoints natively, letting teams assemble intuitive portals and unified dashboards in days instead of quarters.

  • Killing shadow IT safely: When employees can’t get tools built through standard channels, they build risky workarounds on personal spreadsheets and uncontrolled third-party software. APEX gives enterprise IT a way to say "yes" quickly. It delivers solutions at the speed business users demand, but keeps the data inside the company's secure, governed database perimeter.

  • Shrinking the multi-month backlog: High-priority business requests no longer sit in a queue waiting for next year’s budget cycle. Because APEX automates the routine boilerplate—page layouts, security checks, and responsive design—developers focus purely on business logic, rolling out production-ready features in sprints rather than fiscal quarters.

Organizations are utilizing APEX to bridge that gap.

Enterprise ChallengeTraditional ApproachThe APEX 2026 Pattern
SaaS & ERP ExtensibilityHeavy custom coding inside core ERP platforms or siloed third-party formsNative Fusion Apps Integrations and automated SSO propagation extending core systems without touching the vanilla codebase
Licensing RunawayPer-seat, per-app subscription charges that penalize organizational scaleZero-seat-fee economics; APEX scales freely with the underlying Oracle Database license on-premises, OCI, AWS, or Azure
Data Latency & SecurityMoving enterprise data into external application clouds via heavy ETL pipelinesZero-ETL processing; compute runs directly where the data resides, inheriting Oracle’s row-level security, VPD, and Transparent Data Encryption
SDLC & VersioningBinary exports, manual patch tracking, and deployment frictionDeclarative specifications (APEXlang / Git-friendly metadata), automated headless CI/CD pipelines, and structured dependency visualization

Build on Top, Not Breaking the Core

Modifying a core ERP, CRM, or financial system directly is notoriously risky. Every custom tweak can break critical business rules, jeopardize data integrity, and turn routine vendor upgrades into expensive, multi-month nightmares.

Instead of touching that delicate core, smart organizations treat APEX as an agile "front porch" for their heavier systems. The underlying engine stays untouched and safe, while APEX handles the user experience, workflows, and connections across different platforms.

  • Clean Separation That Protects Your Systems: Instead of writing custom code directly inside critical backends, you leave them intact. APEX acts as a separate, lightweight presentation layer where teams can build, tweak, and iterate on interfaces without risking the core business logic underneath.

  • Instant, Secure Connectivity via ORDS: Using Oracle REST Data Services (ORDS), APEX communicates effortlessly through standard, secure web APIs. It pulls and pushes live records on demand, meaning your developers aren't building clunky, custom database links or fragile batch synchronization jobs.

  • A Single Front Door Across Multiple Clouds: Modern enterprise data rarely lives in one place. With Oracle running natively inside Microsoft Azure, Google Cloud Platform (GCP), and AWS, APEX ties distributed environments together. A user can open a single, responsive app that pulls records from Azure, reconciles them with data in AWS, and completes a workflow without ever noticing that three different clouds are doing the work.

  • Upgrades Without Headaches: When it's time to upgrade or patch your core backends, you don't have to worry about breaking customized screens. Because the front end is decoupled from the underlying software, backends can be maintained and updated independently, cutting maintenance costs and downtime.


3. What’s Ahead: Emerging Trends & The Next Engineering Frontier

The intersection of low-code agility and enterprise-grade engineering is fundamentally redefining IT delivery models. For technology leaders, APEX is no longer merely a productivity booster—it has become a strategic lever to eliminate technical debt, safely accelerate AI adoption, and compress the distance between capital investment and business value.

Standardizing AI Delivery with Governed Intent (Intent-Driven Specification)

Unchecked generative AI creates a new category of enterprise risk: "code bloat," where unvetted, AI-generated JavaScript and bespoke scripts create brittle, unmaintainable systems.

  • Governed AI output: By standardizing around intent-driven frameworks (such as APEXlang metadata), enterprises ensure AI tools generate structured, declarative configurations rather than opaque, fragmented code.

  • Auditability and enterprise risk management: AI outputs plug cleanly into existing version control, architectural reviews, and governance guardrails. IT leaders gain the velocity of AI-assisted engineering without taking on unpredictable maintenance liabilities.

  • Protecting core IP: Technical specifications remain declarative and legible, making systems easily maintainable and upgradable regardless of individual developer turnover.

Driving Operational Autonomy (Autonomous In-App Agents)

The enterprise AI roadmap is shifting from passive knowledge retrieval to active process execution. Chatbots that merely answer questions provide marginal ROI; agents that execute operational decisions drive measurable business impact.

  • Closed-loop execution: Embedded agents move beyond informational prompts to trigger parameterized database workflows, run compliance checks, and adjust operational parameters directly at the data layer.

  • Exception-based human governance: Using vector-based semantic evaluation, autonomous agents resolve high-volume, routine transactions automatically while flagging anomalous, high-risk scenarios for managerial sign-off.

  • Operational cost reduction: Enterprises automate complex multi-step handoffs—such as procurement approvals, exception handling, and vendor reconciliation—within existing enterprise security perimeters, avoiding fragile third-party automations.

Maximizing Engineering ROI: The Full-Spectrum Data Engineer

Traditional IT structures separate talent into functional silos: database administrators, middle-tier engineers, frontend specialists, and security analysts. This division slows down execution, inflates headcount costs, and multiplies coordination overhead.

  • Streamlined delivery teams: The modern APEX paradigm enables cross-functional, full-spectrum engineers who command data modeling, performance tuning, native vector search, API integration, and user experience within a unified environment.

  • Faster time-to-market with leaner teams: High-performing organizations deploy compact, senior squads capable of shipping complete, mission-critical products in days or weeks rather than quarters.

  • Tighter alignment between technology and business outcomes: By removing middle-tier handoffs, engineering teams stay anchored to the underlying business data, delivering solutions directly mapped to executive KPIs.

Getting Ready for What’s Next

Oracle APEX has proven that "low-code" doesn’t have to mean cutting corners. Small, focused teams can build high-traffic systems that handle millions of transactions smoothly while giving users clean, polished interfaces they actually enjoy using.

For business and technology leaders, the playbook is simple:

  • Take a hard look at your tech bills: Stop paying hefty per-user subscription fees for internal tools when your database already comes with a powerful, modern application platform built right in.

  • Put AI to work where it counts: Free your developers from typing out routine, boilerplate queries all day. Let them focus on what matters most: solid data architecture, smart business rules, and guiding AI to build the right features.

  • Run modern, automated delivery: Treat APEX projects like any first-class software project. Use Git, automate your testing, and ship updates through standard, reliable deployment pipelines.

The platform is mature. The tools are ready. Modern business runs on data—and APEX is the fastest way to turn that data into real-world results.

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[1] ACID is an acronym for four core safety rules that traditional enterprise databases follow whenever they record a transaction:

  • A – Atomicity ("All or Nothing"): If an operation has multiple steps, either every single step succeeds, or the whole thing is rolled back like it never happened. For example, if you transfer $100 from Account A to Account B, the money can't leave Account A and vanish before it arrives in Account B.

  • C – Consistency ("Follow the Rules"): Data must always follow your defined rules, constraints, and valid types. A record cannot be saved in a state that breaks your database rules (like creating an invoice for a customer ID that doesn't exist).

  • I – Isolation ("No Stepping on Toes"): Even if thousands of users or processes are reading and writing to the database at the exact same millisecond, the database keeps their actions isolated from one another so they don't overwrite each other or read half-finished data.

  • D – Durability ("Saved Means Saved"): Once the database confirms a change is complete, it's permanently recorded. Even if the server loses power or crashes one second later, your saved data won't disappear.

Monday, September 14, 2026

The Next Chapter: What's Ahead for Miracle US, This Platform, and Enterprise Delivery

A few weeks ago, I shared that it was time for a major transition. Change isn't just constant—it’s exhilarating. Today, I’m thrilled to officially share where that road has led: I have stepped into the role of Chief Executive Officer at Miracle US, Inc.

Miracle has an exceptional foundation, world-class talent, and a deep history of solving complex data challenges. Stepping in to lead our US organization into its next era is both an honor and a welcome challenge.

With that new seat at the table, this space is evolving, too.

For years, I’ve used this blog as a digital workbench—sharing code patterns, database architectures, and thoughts on the evolving APEX and cloud ecosystems. None of that technical foundation is going away. But as business demands accelerate, our conversations need to climb up the stack.


What to Expect Moving Forward

Most enterprises today aren’t suffering from a lack of data. What they lack is delivery velocity. Monolithic ERP systems, bloated backlogs, and multi-year rewrite cycles are quietly strangling business innovation.

Moving forward, this blog will focus on bridging that exact gap—talking candidly about how modern technology leaders can build real-world momentum:

  • De-Risking Legacy Modernization: Practical strategies to upgrade aging core systems and Oracle Forms without falling into the trap of high-risk, multi-million-dollar rewrites.

  • Pragmatic, Applied AI (GenDev): Cutting through empty AI hype to look at how enterprises are putting generative development, vector search, and autonomous workflows to work safely inside governed database perimeters.

  • Engineering Velocity as a Competitive Moat: Why the old 12-to-18-month software delivery cycle is dead, and how lean, full-spectrum teams deliver production-grade systems in days and weeks.

  • Executive Leadership & Culture: Straightforward perspectives from the CEO desk on scaling teams, navigating multi-cloud realities, and building products that drive measurable business outcomes.


Grounded in Code, Built for Strategy

Too much enterprise technology commentary swings between two extremes: either abstract, jargon-heavy buzzwords that mean nothing to the engineering team, or hyper-niche technical tutorials disconnected from business value.

My goal here is simple: to sit squarely in the middle. We will talk straight about architecture, cost, risk, and delivery speed—from the developer console all the way to the boardroom.

Thank you to everyone who has reached out, sent well-wishes, and shared encouragement over the last month...and one thing's for certain...

our journey continues....

Tuesday, August 25, 2026

It's a Miracle!

After years of working alongside some of the most talented minds in the Oracle community, I’ve learned that true innovation happens when expertise meets purpose. That’s why joining Miracle Consulting Group felt like the natural next step.

Miracle has always stood for something deeper than technology — innovation with heart, leadership with authenticity, and community with intention. These values resonate deeply with me.

As CEO of Miracle US, my goal is to build bridges — between people, ideas, and opportunities — and to help our clients and partners create meaningful impact through Oracle technologies and far beyond.

Texas is the perfect home base for Miracle US. It’s a place where innovation, entrepreneurship, and community come together in a way that aligns beautifully with Miracle’s values. The state’s rapidly growing technology ecosystem, its strong Oracle community, and its culture of collaboration make it an ideal environment for the kind of impact we intend to create. Texas is bold, forward‑thinking, and full of opportunity — exactly the kind of place I know Miracle will thrive.

I’m grateful to Heli Helskyaho and the entire Miracle team for the trust they’ve placed in me and the clarity of their vision. Together, we’re not just expanding into the U.S. market; we’re expanding what’s possible.

Here’s to collaboration, creativity, and a future built on integrity and innovation.

Friday, August 14, 2026

Changes in Latitude

Change is good. Heck, change may be the only constant in this world. I've decided it's time for a change, so I'm transitioning (not that kind ðŸ˜µ‍💫) away from Talan. 

I turned in my resignation last week and my last day is the August 14th.



I'll have an announcement in the next few weeks when I know what I'm going to do, but needless to say I'm excited about this new chapter. To some change is frightening. To me, I find it exhilerating!

our journey continues...

Sunday, April 5, 2026

Introducing "The Stack - Oracle News and Comment"

Why Should You Subscribe to "The Stack Podcast - Oracle News and Comment??"
Stay Current: Get the latest Oracle news, product updates, and ecosystem developments in one place—without hunting for information.


Expert Insight: Go beyond headlines with thoughtful commentary that explains why changes matter.

Practical Value: Hear how updates impact real projects, customers, developers, and partners.

Community Pulse: Stay connected to user groups, events, and community‑driven innovation.

Time‑Efficient: A monthly format that’s curated, distilled, and easy to keep up with.

Credible & Independent: Balanced perspectives that help listeners make informed decisions.

'nuff said!
Take a listen wherever you get your podcasts...and don't forget to pound that LIKE button.

Spotify
https://lnkd.in/g7u9yHdt

Apple Podcasts
https://lnkd.in/gZXwdNik

Amazon Music
https://lnkd.in/gHQjXpAU

iHeart Radio
https://lnkd.in/gFEBikcK

YouTube Music
https://lnkd.in/gcFYBHP5

Pandora
https://lnkd.in/gctzSJ45

Monday, July 15, 2024

New for 2024 - The Kscope100 (Positions 1-10)

 So who is really responsible for the success of Kscope24? Is it your Kscope Executive Officer? Not a chance. Your ODTUG President? Not single handedly, no.


I'll attempt to answer that question as I unveil the Kscope100. Between now and the conference, I'll count down the 100 individuals identified as most influential to the success of Kscope24.  Stay tuned to see where you rank!

The ranking takes into account 6 factors. Board involvement, Conference Committee involvement, Content reviewers, Abstracts submitted, Abstracts accepted, and finally I asked ChatGPT to provide an influence ranking.

If you have an issue with the Kscope100, I want you to breathe, then drop me a comment. Just understand I won’t be bought…but I can be rented.

**No Kscope attendees were harmed in this process, but a few were tickled mercilessly!

1. Connor McDonald, Oracle
2. Sara Beth Good, Alythia
3. Federico Venturin, Rittman Mead
4. Edward Roske, Dawnward
5. Terrance D. Walker, PMP, Argano
6. Joe Aultman, Argano
7. Ron Ekins, Pure Storage
8. Martin Klier, Performing Databases GmbH
9. Kyle Goodfriend, Oracle
10. Tim Tow, Applied OLAP

11. Tracy McMullen, GoEPM
12. Gabrielle Prichard, Oracle
13. Valli Ramanathan, Freddie Mac
14. Marco Pereira, Viscosity
15. Adrian Png, Insum
16. Abi Giles-Haigh, Capgemini
17. Richard Niemiec, Viscosity
18. Brett Rooks, Peleton
19. Karen Cannell, TH Technology
20. Holger Friedrich, SumIT AG

21. Rafal Grzegorczyk, Pretius
22. Josie Manzano-Stettler, Argano
23. Brian Marshall, Olympus Consulting
24. Dimitri Gielis, United Codes
25. Opal Alapat, Independent
26. Philipp Hartenfeller, United Codes
27. Jake Turrell, Turrell Consulting
28. Wayne Van Sluys, Argano
29. Alex Nuijten, allAPEX
30. Craig Shallahamer, Viscosity

31. Richard Martens, SMART4Solutions
32. Patrick Barel, Qualogy
33. Kai Yu, Independent
34. Edelweiss Kammermann, IT Convergence
35. Dave Zykan, Oracle
36. Jerry Ward, Viscosity
37. Anne Vicente, CORE Business Consulting
38. Matt Mulvaney, Pretius
39. Mia Urman, AuraPlayer
40. Amy Simpson-Grange, Capgemini

41. Heli Helskyaho, Miracle Finland Oy
42. Basheer Khan, Knex Technology
43. Dustin Long, Kroger
44. John Taylor, RSM
45. Katherine Price 🚀, Oracle
46. Mike R.ussell, Oracle
47. Alex Zaballa, Oracle
48. Melinda McGough-Bingham, Argano
49. Naresh Kumar Miriyala, Meta
50. Paul Lewis, Argano

51. William Posey, Argano
52. Robert Zane Warton, Datavail
53. Matthias Heilos, EPM Amplify
54. David Pabst, CPA/CITP, Alithya
55. Christoph Ruepprich, Oracle
56. Richard Soule, Insum
57. Samuel Alejandro Campos Herros, CGI
58. Kim Berg Hansen, Cegal Danmark
59. Peter Koletzke, Independent
60. Debra Lilley, Inoapps


61. Mark Hornick, Oracle
62. Moritz Klein, Hyand
63. Mike Casey, Oracle
64. Chian Lin, Centroid Systems
65. Roger Cressey, Brovanture Ltd
66. Shankar Vaiswanathan, Oracle
67. Caroline Stenpeck, Alithya
68. Glen Lambert, Dave and Busters
69. Maik Becker, TRIOLOGY gmbH
70. Elizabeth Garcia, LANL

71. Mirela Ardelean, Equip gmbH
72. Rahul Kamath, Oracle
73. Richard Allen, Flowquest Consulting
74. Tim Gaumont, Oracle
75. John Harding, Argano
76. Rodolfo Rodriguez, Viscosity
77. Roel Hartman, APEX Consulting
78. Andrew Laferla, Alithya
79. Katie McCorkle, Centroid Systems
80. Nick Boronski, Oracle

81. Dani Schnider, Callista
82. Eric Erikson, PQR Company
83. Erik Espinoza, Viscosity
84. Glen Chang, Independent
85. Gustavo Gonzalez, Knex Technology
86. Kevin Whalen, Argano
87. Robert Gideon, Argano
88. Scott Costello, Elire
89. Suzy Gallivan, Peloton
90. Blaine Carter, Oracle

91. Natalie Delemar, PwC

92. Lydia Maksoud, Brovanture Ltd

93. Michael Rosenblum, Dulcian

94. Janis Griffin, Quest Software

95. Trey Daniel, EPM Insight

96. Jennifer Nicholson, Oracle

97. Marc Sewtz, Oracle

98. Al Marciante, Oracle

99. Christian Gohmann, Accenture

100. Jonathan Dixon, Cloud Nueva

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