From Hackathon Winner to Scalable Dapp: How Nodit Helped Panana Prediction Build on APTOS

Have you ever wondered how the right Web3 infrastructure can turn an idea into reality?

Many builders enter hackathons with innovative concepts, but scaling those ideas into real-world decentralized applications requires the right tools. Choosing the right Web3 infrastructure can be the difference between a short-term prototype and a high-performance dApp.

That’s why last year, Nodit sponsored a global Aptos hackathon with a $10K prize pool, helping developers gain the resources needed to bring their projects to life.

In this article, we can take a look on how our 1st place winner, Panana Prediction transformed their hackathon success into a fully scalable product, as well as how Nodit’s infrastructure played a critical role in making it happen.

The Prediction Market: Panana Prediction

Panana Prediction is a next-generation on-chain prediction market, co-founded by Marcel (CEO) and Aaron (CTO). Their goal is to create a fast, transparent, and decentralized platform where users can engage with real-time market predictions on Aptos.

At Aptos’ Code Collision hackathon, they not only secured 1st place in Aptos and Nodit's track but also won 2nd place in the Mizu Wallet challenge and earned a winning position in the MEXC Exchange bounty. Their success came from building a prototype that showcased on-chain prediction tracking, automated market-making mechanisms, and a seamless real-time user experience.

Reason of choosing MOVE language and APTOS

Before building Panana Prediction, the team explored multiple blockchain ecosystems. Coming from an EVM background, they were initially familiar with Solidity. However, after evaluating different blockchain networks, they discovered that Aptos and its MOVE programming language felt more natural than Solidity.

Rather than jumping in blindly, they took a structured approach. They joined a six-week bootcamp from our developer community partner Encode Club to learn MOVE from scratch. Shortly after, they discovered that Code Collision had just begun and decided to participate, putting their skills to the test and gaining hands-on experience.

🧑🏻‍💻“We were impressed by the speed and throughput of the network, and the MOVE programming language felt more natural than Solidity. That’s why we chose Aptos.” – Aaron (CTO, Panana Prediction)

Their hands-on learning experience and direct interaction with Aptos' ecosystem made MOVE an obvious choice for building a scalable, real-time prediction market.

The Challenge: Scaling Prediction Markets on Aptos

Building an on-chain prediction platform requires low-latency data access, practical indexed data , and seamless event tracking. During the hackathon, the team faced several critical issues:

1. Unreliable Public Endpoints – Inconsistent response times and errors slowed development.
2. Indexing Bottlenecks – Official indexers lacked flexibility, making custom data queries difficult.
3. Real-Time Event Tracking – Aptos lacked WebSocket support, forcing inefficient polling methods.
4. Infrastructure Complexity – Managing nodes and indexing manually required additional resources.

While their hackathon MVP functioned, they needed a long-term infrastructure partner to overcome these limitations and scale efficiently. This is where Nodit stepped in.

Getting Help from Nodit Means Accessing the Best Tech for Scaling on Aptos

Building a fully operational on-chain prediction market requires more than just a great idea because it demands reliable infrastructure, efficient data management, and real-time event tracking. For Panana Prediction, integrating Nodit’s Indexer and Webhooks was a game-changer, significantly improving their ability to process blockchain data seamlessly and enhance user experience. With stable endpoints, powerful indexing tools, and real-time Webhooks, 1 on 1 developer supports, Nodit provided the essential tech stack that helped Panana Prediction scale efficiently on Aptos. Here’s what made the difference:

1. Reliable Endpoints – When last-minute endpoint issues arose before their hackathon deadline, Nodit’s infrastructure ensured uninterrupted access, saving them from a critical setback.
   

🧑🏻‍💻“A day before the hackathon ended, we were checking our application! Everything was set up and ready for the jury. Then, we realized that the endpoint wasn’t working properly, and we were facing multiple errors. At that moment, Nodit’s special endpoints came in, which was incredibly helpful. We were in a panic because nothing was working, but Nodit saved us just in time.” – Aaron (CTO, Panana Prediction)

2. Powerful Indexing Tools – The team initially struggled with the official indexer, but Nodit’s solution provided a more efficient way to fetch and organize blockchain data.

👨🏻‍💻"The official indexer struggled under high load and wasn’t flexible enough to handle frequent updates smoothly. With Nodit’s Indexer, we were able to achieve a more stable and reliable experience, ensuring uninterrupted access to blockchain data."— co-founded by Marcel (CEO)

3. Real-Time Webhooks – Instead of relying on slow polling methods, Panana Prediction could subscribe to real-time events, making their platform faster and more responsive.

🧑🏻‍💻"Since we typically build real-time data applications using WebSockets, we were surprised to find that Aptos didn’t have built-in socket support. We needed a way to react quickly to on-chain events and even considered building our own solution. That’s why we were really happy to see that Nodit had already developed a real-time webhook, saving us the effort and providing exactly what we needed.”— co-founded by Marcel (CEO)

4. Direct Developer Support – Having a direct communication channel with Nodit’s team via Telegram allowed them to quickly resolve issues, ensuring a smoother development process.

👨🏻‍💻"We also faced challenges with the official indexer, but Nodit provided a great alternative. Even after the hackathon, having a direct communication channel via Telegram was invaluable. Anytime we encountered an issue, we could reach out, and Nodit was always there to help.” — co-founded by Marcel (CEO)

The Result Means The Future: A Rising Star On Aptos

Winning Code Collision was just the beginning for Panana Prediction, they didn’t stop there. To turn their idea into a fully operational dApp on Aptos, they focused on refining their product and optimizing its performance. One of the most impactful upgrades has been the integration of Nodit’s recently released Webhook feature, which Panana Prediction utilizes to enhance its platform.

By leveraging Webhooks, Panana Prediction has eliminated inefficient polling methods, enabling instant, real-time event tracking that improves platform responsiveness and delivers a smoother user experience. This seamless event processing allows them to handle high transaction volumes efficiently, ensuring their dApp is not just functional but truly competitive within the Aptos ecosystem. By making full use of Nodit's Webhooks for faster data processing, Panana Prediction is setting a new standard for real-time blockchain applications on Aptos.

👨🏻‍💻“The Indexer was incredibly helpful for us in the beginning. Now, I would say the Webhooks are also one of the most useful features. We haven’t fully integrated them yet, but we already have clear use cases where they can replace inefficient polling and other workarounds. With Webhooks, we can streamline our processes and significantly improve the user experience. I’m really looking forward to testing and implementing them.” — co-founded by Marcel (CEO)

With Nodit’s Aptos Indexer API and Aptos Webhook, Panana Prediction has successfully launched on Testnet, handling 300+ daily bets and over 100K transactions while keeping real-time updates smooth and seamless. Moreover, with Mainnet onboarding just around the corner, they’re gearing up for an even bigger impact. For more details, stay tuned to their  X (Twitter).

Key Takeaways From Panana Prediction

Panana Prediction’s journey shows how the right resources can make all the difference in building a successful Web3 project. Reliable infrastructure with strong support, like Nodit, helps teams scale efficiently and focus on innovation rather than technical bottlenecks.

At the same time, continuous learning through bootcamps and hands-on programs that similars to those Nodit regularly hosts—equips developers with the skills and knowledge needed to build confidently on Aptos and beyond.

If you're looking to learn from our experience, stay tuned for upcoming announcements on our X (Twitter)! There’s a bag is on the way!

🔎Want to Know More About Nodit?

Nodit is a platform aims to provide reliable node & consistent data infrastructure for scaling your dapps in multi-chain environment. The core technology of Nodit is a data pipeline that performs crawling, indexing, storing, and processing of blockchain data, along with a reliable node operation service. With processed blockchain data, developers can leverage on-chain and off-chain integration, advanced analytics and visualization, and even AI modeling to build exceptional Web3 products.

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