Crypto Bots

Crypto Whale Alert Bot: Track $1M+ Moves Before They Hit the News

Whale movements — large transactions by institutional holders — consistently precede major price moves. Learn to build a real-time whale tracking bot that alerts you to $1M+ transfers, exchange deposits, and wallet accumulation patterns.

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AI Agents Hub·2026-03-28·5 min read·841 words

Builder of AI agents, crypto trading bots, and open-source automation tools. Sharing practical guides on how to build, deploy, and profit from AI and DeFi technology.

Why Whale Tracking Works

Whales — wallets holding $1M+ in crypto — move markets. When a major holder transfers 10,000 BTC to Binance, they're probably about to sell. When that same wallet accumulates from multiple addresses into cold storage, they're likely accumulating.

These signals are on-chain, public, and readable by anyone. The edge is in being faster and more systematic than manual monitoring.

Understanding Whale Signals

| Signal | What It Means | Action | |--------|--------------|--------| | Large transfer to exchange | Likely selling soon | Bearish signal | | Large transfer from exchange | Likely to cold storage (HODLing) | Bullish signal | | Consolidation to single wallet | Accumulation | Bullish | | New wallet receives large amount | Possible insider/OTC | Watch closely | | Dormant wallet activates | Old holder waking up | Often precedes news |

Building the Whale Alert Bot

import asyncio
import httpx
from web3 import Web3
import json

ALCHEMY_KEY = 'your-alchemy-key'
ETHERSCAN_KEY = 'your-etherscan-key'
TELEGRAM_TOKEN = 'your-telegram-token'
CHAT_ID = 'your-chat-id'

# Known exchange hot wallets
EXCHANGE_WALLETS = {
    '0x3f5ce5fbfe3e9af3971dd833d26ba9b5c936f0be': 'Binance',
    '0xd551234ae421e3bcba99a0da6d736074f22192ff': 'Binance',
    '0xa7efae728d2936e78bda97dc267687568dd593f3': 'Binance',
    '0xfe9e8709d3215310075d67e3ed32a380ccf451c8': 'Coinbase',
    '0x503828976d22510aad0201ac7ec88293211d23da': 'Coinbase',
    '0x71660c4005ba85c37ccec55d0c4493e66fe775d3': 'Coinbase',
    '0x0a869d79a7052c7f1b55a8ebabbea3420f0d1e13': 'Kraken',
    '0xe853c56864a2ebe4576a807d26fdc4a0ada51919': 'Kraken',
}

WHALE_THRESHOLD_ETH = 500       # Alert for 500+ ETH moves (~$1.6M)
WHALE_THRESHOLD_USDC = 1_000_000  # Alert for $1M+ USDC moves

async def send_telegram_alert(message: str):
    async with httpx.AsyncClient() as client:
        await client.post(
            f'https://api.telegram.org/bot{TELEGRAM_TOKEN}/sendMessage',
            json={'chat_id': CHAT_ID, 'text': message, 'parse_mode': 'Markdown'}
        )

def classify_wallet(address: str) -> str:
    """Classify wallet type"""
    addr_lower = address.lower()
    
    if addr_lower in EXCHANGE_WALLETS:
        return f"Exchange ({EXCHANGE_WALLETS[addr_lower]})"
    
    # Check if it's a known contract
    w3 = Web3(Web3.HTTPProvider(f'https://eth-mainnet.g.alchemy.com/v2/{ALCHEMY_KEY}'))
    code = w3.eth.get_code(w3.to_checksum_address(address))
    
    if code != b'':
        return "Smart Contract"
    
    return "Unknown Wallet"

async def monitor_large_eth_transfers():
    """Monitor Ethereum for large ETH transfers using Alchemy webhooks"""
    
    # Using Alchemy's Enhanced Activity API
    async with httpx.AsyncClient() as client:
        # Get latest block
        response = await client.post(
            f'https://eth-mainnet.g.alchemy.com/v2/{ALCHEMY_KEY}',
            json={'jsonrpc': '2.0', 'method': 'eth_blockNumber', 'params': [], 'id': 1}
        )
        latest_block = int(response.json()['result'], 16)
        
        # Get block with transactions
        block_response = await client.post(
            f'https://eth-mainnet.g.alchemy.com/v2/{ALCHEMY_KEY}',
            json={
                'jsonrpc': '2.0',
                'method': 'eth_getBlockByNumber',
                'params': [hex(latest_block), True],
                'id': 1
            }
        )
        
        block = block_response.json()['result']
        transactions = block.get('transactions', [])
        
        for tx in transactions:
            value_wei = int(tx.get('value', '0x0'), 16)
            value_eth = value_wei / 1e18
            
            if value_eth >= WHALE_THRESHOLD_ETH:
                sender = tx['from']
                receiver = tx['to'] or 'Contract Creation'
                
                sender_type = classify_wallet(sender)
                receiver_type = classify_wallet(receiver)
                
                # Determine signal
                signal = "⚪ NEUTRAL"
                if "Exchange" in receiver_type:
                    signal = "🔴 BEARISH (moving TO exchange)"
                elif "Exchange" in sender_type:
                    signal = "🟢 BULLISH (moving FROM exchange)"
                
                alert = f"""🐋 **WHALE ALERT — ETH**

💰 Amount: {value_eth:,.0f} ETH (${value_eth*3200:,.0f})
📤 From: `{sender[:12]}...` ({sender_type})
📥 To: `{receiver[:12]}...` ({receiver_type})

{signal}
🔗 [Etherscan](https://etherscan.io/tx/{tx['hash']})"""

                await send_telegram_alert(alert)
                print(f"🐋 Whale alert sent: {value_eth:.0f} ETH")

async def monitor_bitcoin_whales():
    """Monitor Bitcoin whale transactions using blockchain.info"""
    
    async with httpx.AsyncClient() as client:
        # Blockchain.info WebSocket for unconfirmed transactions
        import websockets
        
        async with websockets.connect('wss://ws.blockchain.info/inv') as ws:
            # Subscribe to unconfirmed transactions
            await ws.send(json.dumps({"op": "unconfirmed_sub"}))
            
            print("👁️  Monitoring Bitcoin mempool for whale transactions...")
            
            async for message in ws:
                data = json.loads(message)
                
                if data.get('op') != 'utx':
                    continue
                
                tx = data['x']
                
                # Calculate total output value in BTC
                total_out_satoshi = sum(out['value'] for out in tx.get('out', []))
                total_out_btc = total_out_satoshi / 1e8
                
                if total_out_btc >= 100:  # 100+ BTC (~$6.5M)
                    
                    # Check if any output goes to known exchange address
                    exchange_detected = None
                    for out in tx['out']:
                        if out.get('addr', '').lower() in BTC_EXCHANGE_WALLETS:
                            exchange_detected = BTC_EXCHANGE_WALLETS[out['addr'].lower()]
                            break
                    
                    signal = f"🔴 To {exchange_detected}" if exchange_detected else "⚪ Unknown destination"
                    
                    alert = f"""🐋 **BITCOIN WHALE ALERT**

💰 Amount: {total_out_btc:,.1f} BTC (${total_out_btc*65000:,.0f})
{signal}

🔗 [Mempool.space](https://mempool.space/tx/{tx['hash']})"""

                    await send_telegram_alert(alert)

async def scan_accumulation_patterns():
    """Detect wallet accumulation patterns using Etherscan"""
    
    async with httpx.AsyncClient() as client:
        # Get top ETH holders
        response = await client.get(
            'https://api.etherscan.io/api',
            params={
                'module': 'stats',
                'action': 'ethsupply',
                'apikey': ETHERSCAN_KEY,
            }
        )
        
        # Check recent inflows for whale wallets
        WATCHED_WALLETS = [
            '0x8103683202aa8da10536036edef04cdd865c225e',  # Example whale wallet
        ]
        
        for wallet in WATCHED_WALLETS:
            txs_response = await client.get(
                'https://api.etherscan.io/api',
                params={
                    'module': 'account',
                    'action': 'txlist',
                    'address': wallet,
                    'sort': 'desc',
                    'offset': 10,
                    'apikey': ETHERSCAN_KEY,
                }
            )
            
            txs = txs_response.json().get('result', [])
            
            # Calculate net flow in last 10 transactions
            net_flow = 0
            for tx in txs:
                value = int(tx.get('value', 0)) / 1e18
                if tx['to'].lower() == wallet.lower():
                    net_flow += value  # Inflow
                else:
                    net_flow -= value  # Outflow
            
            if net_flow > 100:  # Net accumulation of 100+ ETH
                await send_telegram_alert(
                    f"📈 **ACCUMULATION DETECTED**\nWallet: `{wallet[:12]}...`\nNet inflow: +{net_flow:.1f} ETH in last 10 txs"
                )

# Run all monitors concurrently
async def main():
    await asyncio.gather(
        # Poll every 15 seconds for large ETH transfers
        asyncio.create_task(
            asyncio.gather(*[monitor_large_eth_transfers() for _ in range(999999)])
        ),
        monitor_bitcoin_whales(),
    )

asyncio.run(main())

The Most Reliable Whale Signals

Based on historical analysis:

  • Exchange deposits > $10M BTC/ETH: Price drops within 24h, 67% of the time
  • Cold storage withdrawals > $50M: Price up within 72h, 58% of the time
  • Dormant wallet (5+ years) activates: Major news within 48h, 72% of the time
  • Multiple coordinated small transfers: Likely OTC deal — watch for price impact

Whale tracking isn't a perfect predictor, but it's consistent signal that most retail traders ignore. Combined with technical analysis, it can significantly improve trade timing.

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