Businesses issuing stablecoins or other Ethereum-based tokens (like Paxos) often need to track critical metrics such as:
- Top holders
- Daily active users
- Transaction volume
- Total holders
- Latest transfers
- Top DeFi protocols used by the token
With Amazon Managed Blockchain (AMB) Query and Amazon QuickSight, analyzing ERC20 token data becomes seamless. This guide demonstrates how to leverage AWS data services (like AWS Glue, Athena, and QuickSight) to create actionable dashboards.
👉 Explore how AMB Query simplifies blockchain analytics
Why Use AMB Query for Token Visualization?
1. Real-Time and Historical Data
AMB Query provides:
Continuously updated finalized data via
ListTransactionsandListTransactionEventsAPIs.- Example: Track PayPal’s PYUSD token transfers to identify top DeFi platforms.
- Historical snapshots of token balances via
ListTokenBalances.
2. Cost Efficiency
- Pay-as-you-go pricing eliminates the need for expensive ETL pipelines.
- Predictable costs based on API call complexity.
Solution Architecture
Key Components:
AMB Query
- Fetch token data (
transactions,balances,events).
- Fetch token data (
AWS Glue
- Run Python scripts to extract data hourly/daily.
Amazon S3
- Store raw token data.
Amazon Athena
- Query S3 data using SQL.
Amazon QuickSight
- Visualize metrics (e.g., pie charts for top holders).
Hypothetical workflow
Step-by-Step Implementation
1. Prerequisites
- AWS account with IAM permissions.
2. Create an S3 Bucket
- Store token data from AWS Glue jobs.
3. Query Data with AMB Query
Use the AMB Query Editor to:
- Retrieve transactions (
ListTransactions). - Get token balances (
ListTokenBalances).
4. AWS Glue Jobs
Job 1: token-transfers.py
- Captures hourly token transfers.
- Scheduled to run every hour.
Job 2: token-snapshot.py
- Generates daily holder snapshots.
5. Query Data in Athena
Create tables for:
events(transfers).token_snapshot(holder balances).
CREATE EXTERNAL TABLE events(
contractaddress STRING,
eventtype STRING,
from STRING,
to STRING,
value STRING,
transactionhash STRING,
transactiontimestamp STRING
) LOCATION 's3://YOUR-BUCKET/TOKEN-ADDRESS/events';6. QuickSight Dashboards
- Import Athena data.
Create visualizations:
- Pie charts for top holders.
- Line graphs for daily volume.
Truncate addresses for cleaner labels:
concat(substring(address, 1, 6), '...', substring(address, 39, 4))
FAQs
Q1: How often does AMB Query update data?
- Finalized data: Updated continuously.
- Historical data: Available on-demand.
Q2: Can I analyze NFTs (ERC721) with this solution?
Yes! Replace the ERC20 token address with an NFT contract address.
Q3: What’s the cost of running this pipeline?
Costs depend on API calls (AMB Query) and QuickSight usage.
Clean Up
- Delete AWS Glue schedules.
- Adjust QuickSight subscription.
- Empty the S3 bucket.
Conclusion
AMB Query + QuickSight = Powerful token analytics. Start building your dashboard today!
### Keywords:
- Ethereum ERC20
- AMB Query
- Amazon QuickSight
- Token analytics
- Blockchain visualization
- AWS Glue