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Subgraphs: Querying Blockchain Data with Ease

Subgraphs: Querying Blockchain Data with Ease

02/26/2026
Felipe Moraes
Subgraphs: Querying Blockchain Data with Ease

In an era defined by decentralized finance, nonfungible tokens, and transparent governance, accessing on-chain data efficiently has become a mission-critical task for developers, analysts, and enthusiasts alike. Subgraphs offer a revolutionary solution to this challenge.

Understanding Subgraphs: The Librarian of Blockchain Data

At their core, subgraphs are open APIs designed to specialized indexing tool similar to a librarian for blockchain data. They extract, process, and store events emitted by smart contracts on networks like Ethereum, Polkadot, and IOTA EVM, making queries fast and intuitive through GraphQL endpoints.

A typical subgraph project consists of three key files:

  • subgraph.yaml: The manifest defining data sources, event triggers, and network configuration.
  • schema.graphql: The blueprint that declares entity types and query structures.
  • AssemblyScript mappings: Custom code that transforms raw blockchain events into structured entities.

Once deployed to The Graph’s registry, each subgraph becomes part of a global graph of blockchain data, available for trustless querying by anyone with a GraphQL client.

How Subgraphs Power Real-Time Data Indexing

Subgraphs eliminate the need for costly custom databases or polling strategies by enabling real-time updates without constant RPC polling. Here’s how the indexing process unfolds:

  • Developers define the contract addresses, events to watch, and entity transformations in subgraph.yaml and mappings.
  • Indexers—nodes running Graph Node software—consume data via RPC providers, Archive Nodes, or high-throughput Firehose streams.
  • Curators stake GRT tokens to signal which subgraphs deserve priority indexing, guiding indexer resources.
  • Consumers discover subgraphs, select indexers based on performance and reputation, then invoke GraphQL queries through micropayment-enabled state channels.
  • Indexers process events, update on-chain entities, and serve queries with millisecond response times.

As data flows from smart contract events to structured entities, developers gain instant access to balances, transactions, liquidity pools, and more—without building backend infrastructure from scratch.

Comparing Technologies: Why Subgraphs Shine

While alternatives like Substreams offer Rust-based, block-level streaming, subgraphs excel at event-driven GraphQL APIs tailored for dApp frontends:

Key Benefits That Transform Development

Subgraphs have rapidly become the industry standard for decentralized indexing. Their appeal rests on several core advantages:

  • Speed: blazing-fast GraphQL queries for dApps reducing latency from minutes to milliseconds.
  • Customization: tailor schemas and mappings deeply to index nonstandard contract events and enrich data models.
  • Cost and Ease: Eliminates the overhead of custom database maintenance, letting developers focus on UI and logic.
  • Cross-Chain Compatibility: Deploy identical schemas across 40+ EVM-compatible networks with minimal adjustments.
  • Decentralized Security: Incentivized indexers and curators stake GRT tokens, mitigating single-point-of-failure risks.
  • Scalability: Handles real-time and historical queries at massive scale, supporting millions of requests per month.

Diverse Use Cases Across the Blockchain Ecosystem

Subgraphs empower a multitude of applications, transforming raw events into actionable insights:

  • DeFi Protocols: Track token balances, liquidity pool depths, swap volumes, TVL, and collateral positions.
  • NFT Marketplaces: Index minting events, ownership transfers, royalty payments, and metadata evolution.
  • Custom Smart Contracts: Enable search, filters, and pagination for bespoke dApp features.
  • DAO Governance: Aggregate on-chain votes, proposal statuses, and delegate activities for transparent dashboards.
  • Blockchain Gaming: Monitor in-game asset transactions, leaderboard updates, and dynamic item metadata.
  • Analytics Platforms: Power complex queries for enterprises, such as aggregated NFT traits, historical trends, and risk metrics.

Building, Deploying, and Scaling Your Subgraph

Getting started is straightforward with The Graph CLI. Create a new project, define your manifest, schema, and mappings, then test locally against a hosted Graph Node instance. When ready, deploy to The Graph’s hosted service for rapid prototyping or to its decentralized network for production-grade resilience.

Best practices include:

  • Precisely define triggers in votre manifest to avoid extraneous indexing.
  • Leverage Firehose streams for high-throughput data ingestion.
  • Monitor indexing performance and configure curator signals to optimize query availability.

Joining the Decentralized Indexing Revolution

Subgraphs invite you to become part of a transformative movement. By harnessing this technology, you can build with confidence, knowing your dApp relies on global graph of blockchain data that is secure, scalable, and accessible.

Empower your next project with real-time insights at scale. Dive into The Graph documentation, craft your first subgraph, and unlock a new dimension of blockchain innovation today.

Felipe Moraes

About the Author: Felipe Moraes

Felipe Moraes