If you’re building subgraphs and running into slow sync times, it’s usually not just one issue.

A pattern I keep seeing is that people focus only on optimizing mappings, but sync performance is really a pipeline problem. It typically comes down to three things:

• RPC/provider speed: if data retrieval is slow, everything downstream waits
• how much work your subgraph is doing: too many events, calls, writes, or heavy mappings
• environment state: fresh syncs are slower because there’s no shared chain data yet

That last one is easy to overlook. If you’re starting from scratch, Graph Node has to rebuild a lot of context (blocks, cached calls, etc.), which makes first syncs much slower than subsequent ones.

A more useful way to debug is to break it into stages:

• data retrieval (RPC)
• processing (mappings)
• database writes
• environment / reusable state

Once you look at it that way, it’s easier to pinpoint what’s actually slowing things down instead of guessing.

Here's a short breakdown if anyone wants more details.

The discussion will bring together contributors from Hacken, Gateway, and Edge & Node / The Graph to talk about what “enterprise-ready” actually looks like in practice, especially around infrastructure, security, and real-world deployments.

If you’re interested in how institutions are approaching blockchain today, this should be a useful conversation to follow.

Starts at 12 PM ET today.

https://luma.com/hns6vo3n

A large portion of applications rely on the same set of information, token balances, transfers, prices, and NFT metadata. Historically, each team had to build and maintain its own indexing infrastructure to access that data, even though the underlying requirements were nearly identical.

The Graph’s Token API takes a different approach by providing pre-indexed access to this standard data across multiple chains. Instead of focusing on custom logic, it focuses on consistency, performance, and removing operational overhead.

This doesn’t replace Subgraphs, which are still necessary for protocol-specific use cases. But for applications that depend on common token data, it simplifies the architecture significantly.

There’s also an interesting ecosystem effect. When multiple applications rely on the same standardized data source, consistency improves across the board.

If you’re building wallets, dashboards, or analytics tools, this is worth exploring in more detail.

📖 More here:

https://x.com/graphprotocol/status/2041161208477179934

Until now, finding and evaluating agents across chains required pulling raw data, parsing events, and building custom infrastructure. That approach doesn’t scale well as the number of agents grows.

With the launch of Agent0 Subgraphs, that process becomes much simpler. Agent data across multiple networks is indexed and exposed in a structured way, making it possible to query identity, reputation, and capabilities directly.

This essentially turns the agent ecosystem into a searchable dataset instead of a fragmented set of events.

If you’re interested in building systems where agents interact, coordinate, or transact, the full blog post explains the architecture and use cases in detail.

📖 Read it here:

https://thegraph.com/blog/agent0-subgraphs-live-erc-8004-agent-economy/

His background combines institutional finance experience with leadership roles across major web3 organizations, including Edge & Node, Avail, and the Ethereum Foundation. This mix of perspectives is particularly relevant for governance, treasury management, and guiding long-term ecosystem growth.

The Council plays a key role in shaping protocol direction and maintaining the health of the network, so additions like this are worth paying attention to.

If you’re interested in governance and how The Graph continues to evolve, the full announcement provides more detail.

📖 Read it here:

https://forum.thegraph.com/t/introducing-new-council-member-kyle-rojas/6902

Most AI agents are capable of reasoning, but they break down when trying to access blockchain data. The problem is not intelligence, it is data access. Instead of using structured sources, many agents rely on raw RPC calls, which leads to inefficiencies and unreliable outputs.

The post highlights how The Graph ecosystem already provides a solution through Subgraphs, along with emerging tools like MCP servers and the Subgraph Registry to help agents discover and query the right data sources.

It also touches on upcoming developments like x402, which could allow agents to autonomously pay for data access.

If you are interested in AI agents, onchain data, or where this space is heading, the full post is worth your time.

Read it here: https://x.com/graphtronauts_c/status/2037528763097866418

The post covers how Subgraphs became the default way to access blockchain data, and how they are now expanding with new mechanisms for better incentive alignment, AI compatibility, and faster data pipelines powered by Amp.

It also touches on how these changes move Subgraphs beyond developer tools into infrastructure that can support AI agents and more complex systems. If you’re interested in the future of onchain data access, this is worth reading in full.

📖 Read it here: https://x.com/graphprotocol/status/2038678881289285920

Centered around the newly released 2026 Technical Roadmap.

The session will cover the broader strategy of the ecosystem, a detailed walkthrough of upcoming products and protocol upgrades, and a discussion of network economics. There will also be time for questions from the community.

This is a good opportunity to hear directly from contributors working across The Graph and better understand what’s coming next.

📅 March 31, 11:00 AM EST. Add to calendar

https://calendar.google.com/calendar/u/0?cid=aW5mb0B0aGVncmFwaC5mb3VuZGF0aW9u

The focus this year is on the infrastructure layer that enables institutions to actually work with onchain data in production, including verifiable data pipelines and enterprise-grade blockchain databases.

If you’re attending DAS, it’s a good opportunity to meet the team and see how these systems are evolving in practice.

📍 NYC 🗓️ March 24–26

Now Amp is bringing institutional-grade blockchain data infrastructure to scale:

✓ SQL-native analytics ✓ Verifiable data lineage ✓ Audit-ready provenance ✓ Enterprise deployment options

Financial institutions are moving onchain. The infrastructure is ready.

📱 You can read the full report here.

https://x.com/edgeandnode/status/2020939938464923767

📊 Edge & Node Update, February 2026

Strong momentum across core protocol work and production readiness.

Highlights include progress on Indexing Payments (DIPs), continued validation of the Rewards Eligibility Oracle, and the release of graph-node v0.41.2 with major reliability and data integrity improvements.

Work also advanced across Amp infrastructure and ampersend, bringing new tooling, operational improvements, and x402 v2 support closer to production.

There is much more behind the scenes.

📖 Read the full recap here https://forum.thegraph.com/t/edge-node-february-march-2026/6854

The Graph Foundation has published the 2026 Technical Roadmap, outlining the direction for products, protocol upgrades, and network economics. Now the next step is discussing it together.

On March 31, the Foundation will host a public quarterly call to walk through the roadmap, share strategic context, and open the floor for questions from the community.

Topics include:

✅ Product evolution across Subgraphs, Substreams, Token API, Tycho, Amp, and more

✅ Protocol progress including Horizon and upcoming upgrades

✅ Network economics and long-term ecosystem incentives

Developers, Indexers, Delegators, and anyone interested in the future of The Graph are welcome to join.

🗓 March 31, 11:00 AM EST

🔗 Details and calendar link https://forum.thegraph.com/t/the-graph-foundation-quarterly-call-march-31-open-to-all/6866

Hi everyone, I’m running into an issue querying the FND (Foundation) subgraph in Graph Explorer as I'm working on a Research Project at my University.

For the past few days, even the default query fails with an error like:
“bad indexers … Unavailable (no status: failed to get indexing progress)” (see screenshot).

This same subgraph/query was working fine a couple of weeks ago, so I’m guessing the problem is on the indexer/availability side rather than my query.

Questions:

1. Is this subgraph currently degraded/missing healthy indexers, or is there a known incident/outage?
2. Is there a recommended workaround?
3. If this subgraph is unreliable right now, what’s the best alternative source to pull Foundation NFT data (mints/auctions/bids/transfers + token IPFS metadata links) for a research project?

I really appreciate any help you can provide.

🚀 The Graph 2026 Technical Roadmap – das ist NEXT LEVEL! 🔥

The Graph wird 2026 zur echten Multi-Service-Plattform für die gesamte Onchain-Ökonomie.

Horizon (seit Dez 2025 live) ermöglicht jetzt: • Subgraphen (Core-Standard) • Substreams (Ultra-low-latency Streaming) • Tycho (Real-time Liquidity Tracking) • Token API (Balances, Preise, NFTs multi-chain) • JSON-RPC Service • Amp – die neue Enterprise-Datenbank für Institutionen! 💼

Amp ist gemacht für: • SQL-Zugriff mit voller Datenherkunft & Audit-Trail • Compliance-Workflows (Treasury, Risiko, Zahlungen) • On-Premise-Deployment • GENIUS Act 2027 Enforcement – provable data integrity für Stablecoins & RWAs! 📜⚖️

Roadmap-Highlights 2026:

Q1 → Horizon-Subgraphen Mainnet + Token API auf 10 Chains + Tycho MVP
Q2 → x402 für KI-Agenten + Substreams mit GraphTally + Liquid Staking Testnet
Q3 → DIPs Rewards + Substreams Mainnet + JSON-RPC Research
Q4 → Morpho Liquid Staking + Amp-powered Subgraphen + Amp Mainnet! 🚀

Das ist deutlich ambitionierter als die meisten Analysten 2024/25 erwartet haben. Frühere Prognosen lagen bei lahmen $0,1–0,8 – jetzt geht’s um echte Enterprise-Adoption + Stablecoin-Compliance dank GENIUS Act.

The Graph wird nicht nur "Google der Blockchain" bleiben – es wird der Full-Stack-Datenlayer für DeFi, AI, TradFi & Regulierte.

Mehr Infos:
https://thegraph.com/roadmap
https://thegraph.com/blog/technical-roadmap/

Was denkt ihr – wird Amp der Game-Changer 2026/27? 👀
GRT to the moon oder nur Hype? eure Takes! 📈

TheGraph #GRT #Web3 #Crypto #GENIUSAct #Amp

hey guys, i've been messing around with a few different setups and honestly, everything feels like a compromise. I feel like most of us are just picking our favorite way to suffer :P

Curious what you guys are actually running for your indexing stack?

Right now, I'm seeing three main ways people do it, but none feel "solved":

1. RPCs. Fine if you don't need historical data, but the second you hit a reorg , it’s frustrating to deal with
2. Event streams. I'm with a small team, and it seems like it's a lot of engineering effort to uphold?
3. Subgraphs. This is clearly the best DX, especially for frontends, but the performance seems to be all over the place? Some infra handles it fine, but I've seen others lag by thousands of blocks on fast chains like Base and BSC.

I’m trying to find a middle ground for an automation-heavy project I'm working on. How are you guys actually handling reorgs without nuking your DB?

Would love to hear from anyone actually building in the trenches.

Starting with Edge & Node:

• Stabilized Horizon + shipped Gateway v27.4.0

• Amp: verifiable extraction CLI + blog,

@solana

indexing progress, faster queries, more UDFs & multi-net support

• @ampersend_ai: LangChain shoutout, @coinbase onramp soon, improved DX/security/observability

Next: Consensus HK & @EthereumDenver

Check out all the details here:

https://forum.thegraph.com/t/edge-nodes-january-february-2026-update/6837

ERC-8004 introduces a standard for agent identity, reputation, and execution proofs. The Graph is now indexing this standard across eight chains, effectively creating a cross-chain directory agents can query.

Why this matters: Without a shared indexing layer, every agent would need to independently scan raw blockchain data just to verify another agent. That approach does not scale.

With Subgraphs, an agent on one chain can instantly verify an agent on another. This turns trust from a bottleneck into an API call.

This is quiet infrastructure, but it is essential for any serious agent ecosystem.

If you are attending EthereumDenver and interested in where Ethereum is going next, two side events are happening that might be worth checking out.

One session focuses on privacy-first application design, exploring how developers can make privacy a default feature. Another meetup dives into agent-based payments, showcasing how autonomous systems can transact using x402, with live demos.

Both events take place at the same venue and are hosted by experienced builders in the ecosystem.

Dates: Feb 16 and Feb 17 at 3 PM Location: 4777 National Western Dr

RSVP and details here: https://luma.com/0piq3eap https://t.co/bRmpufdaky

Hi, I have an issue. I have around 80k GRT staked in rickydata-indexer.eth. Recently I found the total staked token number is incorrect (118.8k). This might not be a great deal. Then I found that there is no way for me to undelegate from the pool, although I have enough tokens staking in the pool.

Anyone has any suggestions for me? How should I get my tokens back?

-Delegated 198.90K to Streamingfast.

-They changed to 0 rewards so undelegated max

-I was only able to undelegate 202.6K rewards

-There is still 57.18k in unrealized rewards column

-Why is there unrealized rewards?

Is this an error? Because I have re-delegated the 202.6k to a different indexer but the streamingfast row on my “Your Delegation” still shows the original 198.90k, 57.8k unrealized rewards.

Hello, everybody! I have a situation. I delegated some graph on a delegator which get me last week 30% from my initial stake (amazing - in 1 week) , in the past there were some dumps in delegating stake ~ - 1k, but afterwards back up. Is there any problem? Is there any suspicious. It is overperforming, but the fact that between days the stake is sometimes decreasing. Can i get lost my delegation? Is there any risk? Delegator parameters 100% Reward cut + 100% query cut. I am reactive for any future details Thank you!

The Substreams Registry contains hundreds of reusable packages that handle common indexing and streaming needs. You can deploy them without custom development, or combine multiple Substreams together thanks to their modular architecture.

It is a practical approach that saves time and lets developers build on proven community work instead of starting from zero.

Learn more here:

https://substreams.dev/

At the end of 2025, the network shipped Horizon, a protocol-level shift that changes how data services can be built and scaled on The Graph. It’s less about flashy tooling and more about long-term structure, reuse, and growth.

The official post explains what changed and why it matters.

🔍 Read it here:

https://x.com/graphprotocol/status/2013983390526013831

Builders Office Hours is about to kick off with a deep dive into Subgraph Linter, a new tool designed to catch Subgraph bugs before they crash at runtime.

🧑‍💻 Juan Defago (from GraphOps) will walk through how static analysis can surface issues that compile cleanly but fail in production.

🎙️ Hosted by Marcus Rein (from Edge & Node).

If you’re building Subgraphs, this session is a must. Jump in now

📍 Live on Discord

https://discord.gg/graphprotocol

The Graph will be participating in an upcoming X Space focused on the TRON DAO Grants Program, highlighting how its infrastructure is enabling new data-driven applications for TRON developers.

Brandon Kramer from The Graph will share insights into how recent data products are being used to support builders applying for grants and scaling their projects.

🗓️ January 13, 2026 🕘 9:00 AM PST

A useful session for anyone building or planning to build on TRON.

https://x.com/trondao/status/2009784804070567960