The Enterprise Alchemists – Details, episodes & analysis

A candid look at turning AI hype into production results, told through the lens of Prakhar Srivastava, our newest recruit on the Enterprise Architecture team at SnapLogic. Over the years, Prakhar has been a practitioner, a consultant, and a vendor, and shares perspectives from each of those roles. We map lessons from SOA and APIs to agentic AI, and show how governance, data fabric, and empathy drive real outcomes in complex, regulated environments, using Prakhar's experience in the airline industry as a guide.

• three lenses on enterprise architecture and value
• composable enterprise as an AI readiness strategy
• agents as APIs with memory and similar pitfalls
• need for gateways, meshes, and security guardrails
• four risks to manage: governance, interoperability, trust, security
• data as water and the role of a fabric
• crawl‑walk‑run roadmap from use case to production
• outsourcing lessons and knowledge repatriation
• retraining, drift, and resilient deployments
• empathy and partnering over hard selling

We explore how embedded AI in SaaS tools amplifies sprawl and risk, and outline a practical path to governed, composable, cross‑platform agents. Chris Ward shares real use cases for Customer 360 and finance reconciliation, plus metrics, onboarding and versioning that keep AI accountable.

The LinkedIn post that kicked everything off

More details on the finance use case Chris discussed

SnapLogic's own support for MCP

Join us as we explore a groundbreaking shift in enterprise technology with Jeremiah Stone, CTO at SnapLogic. Discover how SnapLogic's innovative AgentCreator revolutionizes the way businesses automate and streamline processes. We unravel the rise of agent-based AI systems, a trend embraced by tech giants like Salesforce, and dive into how this approach prioritizes business goals over traditional coding. Jeremiah shares insights into how agents  represent a new domain in IT systems, and how SnapLogic is already delivering results in this transformative field.

We also investigate what is required for success with AI in business, emphasizing the importance of collaboration between business and technical experts through pair programming models. Jeremiah shared some real-world success stories of AI initiatives led by business leaders, showcasing AI as a powerful tool for tackling domain-specific challenges in areas like order reconciliation and contract management. Finally, we discussed the need for agile approaches that minimize risks, accelerate innovation, and drive significant business value across various functions.

Resources mentioned in the episode:

• SnapLogic AgentCreator
• Podcast episode with Chris Ward on successful real-world deployment
• "The Root Causes of Failure for Artificial Intelligence Projects and How They Can Succeed"

Have you ever wondered how ad-hoc solutions can evolve into critical dependencies, and how a comprehensive integration platform can streamline your operations? Peter Ngai, Principal Architect at SnapLogic, walks us through his pivotal role in product development and engineering, offering deep insights into understanding customer business processes before implementing technical solutions. Discover the importance of a customer-centric approach in tackling technical challenges and the strategies for building a scalable platform in the fast-paced iPaaS marketplace.

The XKCD comic I mentioned is this one: https://xkcd.com/2347/

The previous episode on establishing a Center of Excellence is here: https://podcasts.apple.com/podcast/the-enterprise-alchemists/id1760113394

Peter also shares some war stories from his time managing tech products amidst internal political hurdles. Learn why setting clients up for long-term success trumps quick fixes and how continuous innovation and adaptability are the keys to success in today's dynamic tech landscape. We delve into the importance of maintaining clear boundaries between different components of product architecture and how SnapLogic supports emerging technologies like AI and LLMs through a modular microservices architecture.

If you too had forgotten about the excellent War Games, it stands up well even today.

Finally, we discuss the strategic considerations in cloud partnerships. Tune in as Peter shares his insights on the pros and cons of committing to specific vendors versus maintaining cloud agnosticism. Find Peter on LinkedIn.

Don’t miss our Integreat events in San Francisco and London for a chance to connect with industry experts and stay ahead in the world of integration and system architecture: https://www.snaplogic.com/integreat-tour

This is the last episode of Season One of the Enterprise Alchemists! But don't worry, we'll be back in a few weeks with more insights from the business end of enterprise IT.

Achieving broad adoption is key to the success with an enterprise integration platform like SnapLogic. In this episode, Senior Solutions Architect Chris Ward joins Dominic Wellington and Guy Murphy from SnapLogic to talk about best practices for adopting and growing SnapLogic within large organizations. You'll learn about the Sigma framework and how establishing a Center of Excellence (CoE) can foster strategic thinking, reusability, and composability across project teams. Chris shares invaluable insights on transitioning from a centralized IT structure to a more agile, federated environment, emphasizing the need for foundational skill sets and collaborative knowledge-sharing to enhance operational efficiency.

Discover practical strategies for platform adoption and measurement in our conversation's next segment. From transitioning away from manual processes to scaling SnapLogic with effective KPIs, the discussion highlights essential best practices and common pitfalls like siloed operations and over-engineering. Chris offers real-world advice and experiences, emphasizing the importance of iterative approaches and collaboration. The episode concludes with Chris sharing his compelling war stories and practical experiences in enterprise integration, setting the stage for future enriching discussions. 

Additional reading:

• Sigma Framework for Operational Excellence
• Collaborative Development Best Practices
• Project Structures and Team Rights Guide

Master the strategies behind composability in enterprise architecture with our insightful discussion featuring Kams Narayan, SnapLogic's Director of Product for API Management.

In this episode of Enterprise Alchemists, Kams discusses how composability can revolutionize an organization's agility and responsiveness by integrating people, processes, and technology. Learn from SnapLogic's transformation from a data integration platform to a leader in API-driven integration and cloud-native technologies, and discover how this shift is empowering enterprises to achieve their composability goals.

We tackle the multifaceted challenges that come with embracing a composable enterprise, from cultural shifts to the need for reusable modular components and skill enhancement through effective tooling. Financial implications and change management processes are also discussed, providing a holistic view of what it means to transition from traditional to innovative practices.

Finally, Kams shares her expert perspectives on the revolutionary role of AI and generative AI in API management, stressing the significance of governance and security. This episode is packed with valuable insights for those looking to achieve speed and agility without compromising on quality. Don't miss this opportunity to gain expert knowledge that could redefine your enterprise architecture strategy! 

Unlock the secrets to successfully integrating generative AI into your business! In this episode, join Dominic Wellington and Guy Murphy, along with AI experts Aaron Kesler and Roger Sramkoski, as they unveil the transformative power of the SnapLogic GenAI App Builder. Discover why isolated AI projects often falter and learn how to align your AI initiatives with real-world business needs. From fraud detection to enhancing Salesforce operations, we'll share practical examples that demonstrate the incredible benefits of merging generative AI with traditional systems.

Automate your mundane tasks and reclaim precious time with the innovative capabilities of SnapLogic's GenAI App Builder. We delve into how this tool, combined with large language models, can save employees up to 40 hours per month. Learn about our consultative sales approach, including discovery and white-glove packages, to ensure the most valuable use cases are identified and implemented. Plus, hear about SnapLogic's journey from hard-coding to more efficient, tool-based approaches, and the evolution of our own AI co-pilot. Don't miss out on insights that could revolutionize your AI workload management!

Unlock the secrets of Generative AI’s (GenAI) latest trends and its transformative impacts on academia and industry. We sit down with Greg Benson, Chief Scientist at SnapLogic and Professor of Computer Science at the University of San Francisco, to gain invaluable insights into how large language models are reshaping the way we learn and conduct business. From enhancing educational delivery to boosting business efficiencies with innovative AI-driven solutions, Greg's unique perspective provides an enlightening look at the future of GenAI.

Discover the intricate processes behind training and aligning large language models. Greg emphasizes the critical role of human guidance to ensure these models avoid controversial outputs, offering a balanced view on the potential and limitations of AI technology. Dive deep into the concept of Retrieval-Augmented Generation (RAG) and how it revolutionizes business operations by leveraging internal company data to refine task performance. We also navigate the experimental terrain of prompt engineering and discuss the vital evaluation frameworks needed to minimize errors and optimize AI effectiveness.

Explore the profound impact of GenAI on higher education and various industries. Greg unfolds how educators are harnessing AI to create customized learning experiences and research opportunities, while also confronting challenges like over-reliance on AI-generated answers. The conversation broadens to reflect on the evolution of AI technology, recognizing its potential to augment knowledge work across sectors. Learn about the practical applications of AI and how tools like SnapLogic are democratizing access to advanced technology, paving the way for increased productivity and efficiency.

Ever wondered what makes an enterprise truly "enterprise"? Join us as we demystify the complexities of enterprise architecture in our inaugural episode of the Architect Alchemists podcast. Hosted by Dominic Wellington and Guy Murphy, both seasoned veterans in enterprise IT and integration, we break down the term "enterprise architecture" into digestible insights. From the scale and complexity of large organizations to the subtle interplay of technology and people, we strip away the jargon and get into fundamental developments.

In this episode we explore the basic principles of enterprise architecture, from simple applications all the way to sophisticated data centers and network technologies. We emphasize the shift from traditional, long-term planning to agile, short-term strategies and dive into the necessity of lightweight, flexible architectures that balance innovation with essential guardrails, ensuring smooth transitions from pilot phases to full-scale production.

We also discuss some of the unique challenges faced by industries like banking and manufacturing as they integrate rapid technological advancements while maintaining core physical operations. Finally, the concept of horizon planning can help you stay ahead of inevitable changes and future uncertainties. Tune in for an insightful conversation that sets the stage for future episodes brimming with best practices and industry-specific challenges. 

Composable architecture isn’t a buzzword; it’s the overdue upgrade to lessons we learned the hard way in the SOA era. We share a pragmatic path from heavyweight standards and ESB monocultures to API-first, domain-driven systems that actually deliver reuse, speed, and resilience across cloud and on-prem. With guest Brad Drysdale, we map the shift from monoliths to distributed services, the rise of REST and gateways, and why a discovery-led mindset matters more than any protocol.

We dig into the techniques that make composability real: treat API contracts as products in their own right, with owners, roadmaps, and strong versioning; build a living catalogue that developers can trust; and use domain-driven design to create bounded contexts that align services to business language. We talk openly about governance debt, API sprawl, and the trap of point-to-point integrations disguised as microservices. Then we connect the dots to modern DevOps — Kubernetes, Terraform, and infrastructure as code — showing how to run heterogeneous, multi-cloud estates without drowning in complexity.

Now AI raises the stakes. Agents need secure, reliable access to knowledge and tools; contracts machines can interpret; and guardrails that earn trust. We compare REST and OpenAPI to emerging agent-to-agent standards like MCP, and explain why the future likely builds on today’s contracts rather than replacing them. Finally, we explore vibe coding’s next act: vibe orchestration, mapping intent to capabilities letting AI assemble outcomes from a curated service catalogue. The takeaway is simple: composability scales when you fund shared capabilities, measure adoption, and make reuse the default.

If this sparked ideas for your stack or strategy, follow the show, share it with a colleague, and get in touch with your questions and suggestions. Your stories and challenges shape what we explore next.