EverythingOps: Insights from the 2024 Data + AI World Tour

EverythingOps has become essential for boosting efficiency in data projects. Databricks provides the flexibility companies need to succeed in its implementation.

In this article, we share key takeaways from the EverythingOps: Modern Architectures for Data Intelligence Platforms talk presented by Daniel Avancini, CDO of Indicium, at the 2024 Data + AI World Tour in São Paulo.

We’ll explore how applying DataOps, MLOps, and LLMOps through Databricks and the Modern Data Stack (MDS) enables businesses to achieve operational efficiency and analytical maturity.

Get ready to tackle today’s data and artificial intelligence (AI) challenges with a more strategic, effective approach for your organization.

Shall we?

The Evolution of Data and the Importance of Processes

EverythingOps has become essential for boosting efficiency in data projects. Databricks provides the flexibility companies need to succeed in its implementation.

Over the last decade, technology has been the primary focus in the data industry, often leaving processes and best practices behind.

Though it is challenging to integrate all the new tools, approaches, and methodologies into a unified strategy, it is crucial for data-driven growth.

It is the combination of DataOps, MLOps, and LLMOps with modern architectures that empowers businesses to innovate through data.

What is EverythingOps?

Daniel Avancini’s talk is centered on EverythingOps, an integrated framework that leverages DataOps, MLOps, and LLMOps to create optimized data platforms.

DataOps

Data operations (DataOps) focuses on streamlining data management and analysis, enhancing collaboration, and ensuring efficiency in results.

MLOps

Machine learning operations (MLOps) center around the deployment and management of machine learning models, optimizing workflows.

LLMOps

Large language model operations (LLMOps) are a subset of MLops. They specifically deal with the operational challenges of LLMs—which are more robust and complex than their ML counterparts.

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According to Daniel, implementing these methodologies with Databricks and the Modern Data Stack principles is the key to success in companies’ Data-Driven Journeys.

Databricks and the Modern Data Stack

Technology alone is not enough.

True success lies in empowering people, refining processes, and building advanced data platforms.

Now, it is thanks to solutions like Databricks that companies can remove technical bottlenecks and focus on achieving analytical maturity.

Combined with the Modern Data Stack (MDS), which integrates governance across tools, these technologies address some of the biggest challenges organizations face today.

Those are the very resources Indicium supports businesses in effectively harnessing, as demonstrated by one of our standout case studies—Edenred.

Edenred: Data Platform Optimization

At the 2024 Data + AI World Tour, Daniel Avancini shared one of Indicium most prominent case studies that prove EverythingOps’ effectiveness.

We’re talking about Indicium’s collaboration with Edenred, a global leader in digital payment services, with over 1 million corporate clients across 45 countries.

Lauren Tammy Hikage, data and AI director at Ticket Mobility—one of the company’s verticals—, explained how Indicium helped streamline data management, leading to unprecedented efficiency.

This partnership showcases the value of modern, well-structured methodologies in transforming business outcomes.

Ready to Dive Deeper?

The insights on EverythingOps and leveraging Databricks to integrate DataOps, MLOps, and LLMOps open new possibilities for intelligent data platforms.

Now that you’ve learned the key highlights from Daniel Avancini’s presentation, how about watching the full talk to gain greater insights and apply them to your own business?

And there’s more:

Indicium is at the 2024 New York edition of the Data + AI World Tour today, September 18th.

This is an excellent opportunity for data professionals and leaders to explore the strategies Indicium applies to promote success for companies worldwide.

Learn more about the Data + AI World Tour here, and don’t forget to follow us on social media to stay updated on the event and Indicium’s participation.