What Are Crypto Data Aggregators and How Do They Work? (2024)

In an ever-evolving, fast-paced landscape of Decentralized Finance (DeFi), we continue to see innovative solutions reshaping how users interact with financial services. Among these ground-breaking developments, crypto data aggregators have emerged as powerful tools for streamlining and enhancing user experience (UX) in the DeFi ecosystem.

In this blog post, we examine what crypto data aggregators are, how they work, and how you can leverage Analog Watch to create one.

A crypto data aggregator is any platform that allows you to index and aggregate blockchain data from multiple Web3 ecosystems. These platforms may use DApps, oracles, or APIs to collate data from different Web3 platforms into a single interface.

Imagine you have users who want a DEX that can provide them with the best possible price for ETH/USDC but are unsure which platforms currently provide the best offers. In the crypto world, this makes sense because indexing the ETH/USDC price data on a single DEX goes against the fundamental ethos of decentralization and trustlessness of blockchain systems.

Your users will need a platform that generates reliable data, encompassing a comprehensive market coverage. The price point at any specific moment should reflect a refined aggregate of all DEXs rather than just a single DEX. This is where a crypto data aggregator such as DEX aggregator comes in. DEX aggregators can allow users to compute the mean price of tokens across different chains and even optimize slippages.

They could also simplify UX by aggregating liquidity and other essential blockchain parameters across multiple DeFi protocols, allowing users to make informed decisions without having to navigate multiple DeFi-based DApps.

Here are some examples of crypto data aggregators:

  • Liquidity aggregators. As the name suggests, these aggregators aggregate liquidity from multiple platforms, such as DEXs. They enable users to get the best possible rates when exchanging/swapping assets. The DEX aggregators (explained earlier are examples of liquidity aggregators.
  • Interest rate optimizers. Interest rates can vary significantly across different platforms for users who want to lend or borrow crypto assets. Interest rate optimizers are crypto aggregators that continuously monitor interest rates across different DeFi protocols and present users with a median value. This allows users to choose the best DeFi protocol with the highest returns or favorable borrowing terms.
  • Slippage aggregators. Slippage, a term that quantifies the price fluctuation of a trade between order placement and execution, is a major concern in crypto markets. Slippage aggregators can help mitigate the slippage problem by splitting a large transaction into multiple liquidity sources, allowing users to optimize the overall trade execution.

The first component of a crypto aggregator is the actual data source that the platform will use as a basis for collating data. The raw data can emanate from off-chain sources, such as CEXs, and on-chain platforms like DEXs. To utilize on-chain platforms such as DEXs, the initial step would involve indexing the data emitted by the protocol.

Although blockchain networks ensure that their data is decentralized and secure, they also make it difficult to locate and query those data. This is due to the differences in RPC interfaces, data formats, and smart contract environments. Even in instances where you are able to navigate to the blockchain data, retrieving it in a performant, scalable, and detailed manner is extremely hard.

The problem becomes even more complex if you are considering indexing data from DeFi protocols in a multi-chain ecosystem. For example, you may want to build a DEX aggregator that provides users with an accurate price discovery mechanism, enabling them to receive the best possible price for their crypto assets, regardless of the token they trade. To build such a platform, you will need to index data from multiple DEXs, such as Uniswap, SushiSwap, or PancakeSwap.

Once you’ve indexed the data, you’ll need to implement a data aggregation mechanism that is as transparent as possible. For example, in the case of a DEX aggregator, you could implement an aggregated price feeds, that takes a specified asset pair (e.g., ETH/USDC) and aggregates the price of that pair across different DEXs that it trades on for a specified duration.

The data aggregation algorithm could take the price data from multiple DEXs and determine the median (middle) value between them, helping to mitigate outliers and API downtime. You could also leverage a weighted average algorithm to arrive at the middle value with weights assigned to DEXs based on their reputations and reliability.

Analog Watch is a developer-friendly, decentralized protocol that simplifies access to Web3 data. It leverages a unified and comprehensive data model that supports multi-chain indexing, allowing developers to implement a number of solutions. As a DApp developer, you can leverage the model to normalize data from any supported chain into a single representation — also called a View — that is intuitive and easily queryable.

You can think of a View as a custom API for indexing and processing data — retrieved from one or more supported smart contracts — in a manner that fits your specific DApp requirements. From a technical standpoint, the design of the entire protocol is not only intuitive but also decentralized and secure, having been built on top of the Timechain.

Basically, all the data that has been processed and their hashes included on the Timechain, comes to the View in a format that anyone can query and understand. When creating the View, you only need to specify which smart contracts you’d like to receive data from, and the protocol handles the rest. Visit https://watch.internal.analog.one/ to explore some of the published Views.

In addition, you could index data from multiple smart contracts on different chains into a unified database (View), allowing anyone to query it via a single GraphQL endpoint. This way, Analog Watch serves as a front-end for any DApp’s need to access, transform, and index data from any smart contract on a supported blockchain.

If you’re a DApp developer looking for a Web3 data infrastructure platform that enhances developer experience, look no further. Visit our docs to get started and join the technical discussion in the Discord channel. You can also get involved by joining our Launch Partners Program or signing up for the Grants Program.

Follow Analog on Twitter and/or Telegram for updates or contact us for any questions.

What Are Crypto Data Aggregators and How Do They Work? (2024)

FAQs

What Are Crypto Data Aggregators and How Do They Work? ›

A crypto aggregator works by pulling data from multiple cryptocurrency exchanges and displaying it on a single platform. The aggregator may use APIs (Application Programming Interfaces) provided by the exchanges to access this data, or it may scrape the data from the exchanges' websites.

What do crypto aggregators do? ›

They act as intermediaries, consolidating liquidity, data, and functionality from various decentralized platforms, such as decentralized exchanges (DEXs), lending protocols, yield farms, and more. By doing so, they enable users to access and manage diverse DeFi offerings through a single interface.

How does a data aggregator work? ›

Data aggregators work by combining atomic data from multiple sources, processing the data for new insights and presenting the aggregate data in a summary view. Furthermore, data aggregators usually provide the ability to track data lineage and can trace back to the underlying atomic data that was aggregated.

Where do data aggregators get their data? ›

Data aggregators collect and share information online. They typically “mine” for it from public records and other online sources and circulate it across online directories and listings sites. A great example is Google. Google mines data across the Internet and repackages it for users.

What is an example of data aggregation? ›

Examples of data aggregation can be as simple as collecting the amount of steps you took this week on your commute to work, and as complex as using a ride-sharing app to hail a car to your exact location within minutes.

How does an aggregator work? ›

The aggregator is simply a website that creates a brand and also creates partnerships with the actual service providers. The job of the aggregator is to collect information from various service providers, display them on their websites and sell the product.

What are the benefits of aggregators? ›

Advantages of Aggregators
  • Aggregators streamline the process of finding information, saving users time and effort.
  • They serve as a centralized hub for diverse content, providing users with a one-stop location for information on a specific topic.
Nov 15, 2023

What are the 4 data aggregators? ›

What do data aggregators do? When conducting a local search, data aggregators provide a lot of the data to search engines. They own the space known as the local search ecosystem, a place where local searches get all of their information. The four major data aggregators are Factual, Acxiom, Infogroup, and Localeze.

Who are the big three data aggregators? ›

In the United States, there are three prominent data aggregators: Infogroup, Acxiom, and Localeze. These aggregators provide a centralized platform for businesses to submit or claim their listings.

Is Google an example of data aggregator? ›

Google doesn't compile a list of results from other search engines - but creates its own list of results based on its own index. So, no, Google wouldn't be an example of Search Aggregator. It is the perfect example of a search engine instead.

What is the job of a data aggregator? ›

Data Aggregators

A data aggregator is an organization that collects data from one or more sources, provides some value-added processing, and repackages the result in a usable form.

Can data aggregation be sold? ›

The information is packaged into aggregate reports and then sold to businesses, as well as to local, state, and government agencies. This information can also be useful for marketing purposes.

What are 5 examples of aggregate? ›

Materials include sand, natural gravel, crushed rock, Type 1, recycled asphalt, crushed concrete, and Type 6F2.

What are the two types of data aggregation? ›

There are two primary types of data aggregation: time aggregation and spatial aggregation. The former method involves gathering all data points for one resource over a specific period of time. The latter technique consists of collecting all data points for a group of resources over a given time period.

What is a simple example of aggregation? ›

For example, you can say that a playlist contains a set of songs or a wardrobe contains items of clothing. In the example of the card game, the relationship between a hand and a card is one of aggregation. A hand contains one or more cards. Aggregation acknowledges the fact that objects can exist without each other.

Do aggregators make money? ›

And when partners get their customers, the aggregator platform earns commissions from the sale of their goods and services.

How does DeFi aggregator make money? ›

DeFi aggregators are beneficiary hubs for crypto users. In addition to these, they also offer various revenue streams for the admin. Commission Fee – Most often DeFi aggregators collaborate with popular DEXs, staking & lending platforms. Those platforms are referred to in the DeFi aggregators to their users.

What are the risks of account aggregators? ›

Risk management and compliance: Account Aggregators may be required to implement risk management practices to mitigate the risk of data breaches, fraud, or unauthorised access. Compliance frameworks may include regular audits, reporting requirements, and penalties for non-compliance.

How do yield aggregators make money? ›

DeFi yield aggregators are platforms that pool users' crypto assets and deploy them across multiple yield-generating opportunities. These platforms use smart contracts to automate the process of finding and allocating funds to the most profitable yield farming strategies.

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