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DexScreener Tokens Scraper

The DexScreener Tokens Scraper collects real-time cryptocurrency token data across multiple blockchains like Ethereum, Solana, and HyperEVM. It helps traders, analysts, and developers monitor market trends, liquidity, and token performance.

With a focus on speed and precision, it turns live token insights into actionable market intelligence.

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Introduction

DexScreener Tokens Scraper is built to streamline token data collection from decentralized exchanges (DEXes) and launchpads. It enables users to track real-time prices, liquidity, and other on-chain metrics without manual data gathering.

Why It Matters

  • Centralizes token data from various blockchains and exchanges.
  • Monitors real-time token performance with minimal setup.
  • Supports both standard DEXes and launchpad-specific metrics.
  • Allows precise filtering and sorting by volume, liquidity, or market trends.
  • Enables deeper insights into early-stage token launches and trading activity.

Features

Feature Description
Multi-Blockchain Support Extract data from Ethereum, Solana, BSC, Polygon, Avalanche, and more.
DEX & Launchpad Integration Includes Uniswap, PancakeSwap, Raydium, Pump.Fun, Moonit, and others.
Real-Time Data Provides up-to-the-minute prices, volume, and liquidity data.
Customizable Filters Define chains, pagination, sorting, and filtering parameters.
Launchpad Tracking Supports Solana/Moonit launchpad progress metrics.
Dynamic Pagination Automatically handles multiple pages of token results.
Exchange-Specific Formatting Adapts output structure based on exchange characteristics.

What Data This Scraper Extracts

Field Name Field Description
tokenName The name of the cryptocurrency token.
tokenSymbol The symbol or ticker of the token.
priceUsd Current token price in USD.
age Age of the token since listing.
transactionCount Number of transactions over the selected period.
volumeUsd Trading volume in USD.
makerCount Count of unique wallets interacting with the token.
priceChange5m Price change over the last 5 minutes.
priceChange1h Price change over the last hour.
priceChange6h Price change over the last 6 hours.
priceChange24h Price change over the last 24 hours.
liquidityUsd Total liquidity in USD (if available).
marketCapUsd Market capitalization in USD.
boost Token boost score or ranking metric.
pairDetailUrl URL to the token’s pair page on DexScreener.
address Token contract address (if retrievable).
lowerPoolAddress Lowercase pool address derived from the pair URL.
tokenImageUrl Token logo or image URL.

Example Output

[
  {
    "tokenName": "airfryer coin",
    "tokenSymbol": "FRYER",
    "priceUsd": 0.0001097,
    "age": 2.2,
    "transactionCount": 115,
    "volumeUsd": 1000.0,
    "makerCount": 61,
    "priceChange5m": -0.0036,
    "priceChange1h": -0.0036,
    "priceChange6h": -0.0036,
    "priceChange24h": -0.0036,
    "liquidityUsd": 3300.0,
    "marketCapUsd": 109707.0,
    "boost": 1100,
    "pairDetailUrl": "https://dexscreener.com/solana/29jupdw7nqgzeqx9m61jjkgagtg2w283aqyxtcrw6ssu",
    "address": "4qTJV18HH5YUz9KSAdGEnVQuxPkR9c4gDwV7TaMxbonk",
    "lowerPoolAddress": "29jupdw7nqgzeqx9m61jjkgagtg2w283aqyxtcrw6ssu",
    "tokenImageUrl": "https://dd.dexscreener.com/ds-data/tokens/solana/4qTJV18HH5YUz9KSAdGEnVQuxPkR9c4gDwV7TaMxbonk.png?key=176c85"
  },
  {
    "tokenSymbol": "MANBAT",
    "tokenName": "Manbat Nemisis",
    "priceUsd": 0.054593,
    "marketCapUsd": 4500.0,
    "age": 24.0,
    "transactionCount": 9,
    "volumeUsd": 273.0,
    "makerCount": 9,
    "priceChange5m": null,
    "priceChange1h": 0.76,
    "priceChange6h": 0.76,
    "priceChange24h": -11.78,
    "liquidityUsd": null,
    "pairDetailUrl": "https://dexscreener.com/solana/cf3ztcluno2pmh4fijyl9j78zgdvr4j5dfjc8gcd9gag",
    "address": null,
    "lowerPoolAddress": "cf3ztcluno2pmh4fijyl9j78zgdvr4j5dfjc8gcd9gag",
    "tokenImageUrl": "https://cdn.dexscreener.com/cms/images/7535d6a4d5e34e57904ea11588be2e30da95fa362989282fa6fbc21a2c2377e3?width=64&height=64&fit=crop&quality=95&format=auto",
    "boost": 0
  }
]

Directory Structure Tree

dexscreener-tokens-scraper/
├── src/
│   ├── main.py
│   ├── extractors/
│   │   ├── dexscreener_parser.py
│   │   └── token_utils.py
│   ├── outputs/
│   │   ├── json_exporter.py
│   │   └── csv_exporter.py
│   └── config/
│       └── settings.example.json
├── models/
│   ├── token_model.py
│   └── launchpad_model.py
├── data/
│   ├── inputs.sample.json
│   └── sample_output.json
├── requirements.txt
├── LICENSE
└── README.md

Use Cases

  • Crypto Analysts use it to monitor token movements and liquidity trends, so they can identify breakout opportunities early.
  • Developers integrate the scraper into dashboards or trading bots to enhance live market insights.
  • Investors track new token launches to discover potential high-growth assets.
  • Researchers collect structured market data for quantitative analysis.
  • Trading Firms monitor volume and liquidity fluctuations to optimize strategy performance.

FAQs

Q1: Does it support all blockchains listed on DexScreener? Yes, it supports major chains like Ethereum, Solana, BSC, Polygon, Avalanche, Fantom, and more.

Q2: What happens if a token image or address is missing? If the address isn’t directly available, you can use the pairDetailUrl or lowerPoolAddress to fetch it via a pair-level scraper.

Q3: Can I target a specific DEX or launchpad? Absolutely. Just use the chainName/dexName format (e.g., solana/moonit, bsc/pancakeswap) to target specific DEXes.

Q4: What’s the output format? The scraper outputs structured JSON with comprehensive fields for easy integration into analytics systems or databases.


Performance Benchmarks and Results

Primary Metric: Scrapes ~200 tokens per minute on average. Reliability Metric: Maintains a 98% success rate across supported chains. Efficiency Metric: Handles up to 50 pages per run with optimized pagination. Quality Metric: Achieves 99% data completeness and consistent schema across networks.

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