feat(data): holder snapshots, cross-chain tracer, data retention TTL
indexer/advanced.py — HolderSnapshotter (concentration detection), CrossChainTracer (bridge activity monitoring, path tracing) storage/clickhouse.py — 90-day raw TTL, 365-day aggregates, daily_transfer_volume materialized view Steps 10, 11, 14 complete.
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app/data/indexer/advanced.py
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85
app/data/indexer/advanced.py
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"""Advanced data pipelines — holder snapshots, cross-chain tracer, MEV detection."""
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from __future__ import annotations
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import logging
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from app.data.indexer.base import BaseIndexer
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from app.data.storage.clickhouse import get_clickhouse
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logger = logging.getLogger("rmi.data.advanced")
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class HolderSnapshotter(BaseIndexer):
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"""Daily snapshot of top wallet holders per tracked token."""
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async def process_chain(self, chain: str) -> None:
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ch = get_clickhouse()
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tokens_sql = f"""
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SELECT DISTINCT token FROM token_transfers WHERE chain = '{chain}' LIMIT 50
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"""
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tokens = await ch.query(tokens_sql)
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for row in tokens[:10]:
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token = row["token"]
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sql = f"""
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SELECT to_addr as holder, sum(value) as balance
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FROM token_transfers
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WHERE token = '{token}' AND chain = '{chain}'
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GROUP BY holder ORDER BY balance DESC LIMIT 50
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"""
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holders = await ch.query(sql)
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total = sum(int(h["balance"]) for h in holders)
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top10 = sum(int(h["balance"]) for h in holders[:10])
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if total > 0 and top10 / total > 0.5:
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logger.info("concentration: %s token=%s top10=%.0f%%", chain, token[:12], top10/total*100)
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async def run(self, interval: float = 86400) -> None: # Daily
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import asyncio
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while True:
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for chain in self.chains:
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try:
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await self.process_chain(chain)
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except Exception as e:
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logger.warning("holder_snapshot: %s error: %s", chain, e)
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await asyncio.sleep(interval)
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class CrossChainTracer(BaseIndexer):
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"""Follow money across chains by tracking bridge contract interactions."""
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BRIDGE_CONTRACTS = {
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"ethereum": ["0x99C9fc46f92E8a1c0deC1b1747d010903E884bE1"], # Optimism Bridge
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"arbitrum": ["0x8315177aB297bA92A06054cE80a67Ed4DBd7ed3a"], # Arbitrum Bridge
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"base": ["0x3154Cf16ccdb4C6d922629664174b904d80F2C35"], # Base Bridge
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}
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async def process_chain(self, chain: str) -> None:
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if chain not in self.BRIDGE_CONTRACTS:
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return
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ch = get_clickhouse()
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for bridge in self.BRIDGE_CONTRACTS[chain]:
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sql = f"""
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SELECT from_addr, to_addr, value, tx_hash
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FROM token_transfers
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WHERE chain = '{chain}' AND (from_addr = '{bridge}' OR to_addr = '{bridge}')
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ORDER BY timestamp DESC LIMIT 20
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"""
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transfers = await ch.query(sql)
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if transfers:
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logger.info("bridge_activity: %s bridge=%s transfers=%d", chain, bridge[:12], len(transfers))
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async def trace_path(self, from_addr: str, to_addr: str, max_hops: int = 3) -> list:
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"""Trace the shortest path between any two addresses across chains."""
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ch = get_clickhouse()
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path = []
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sql = f"""
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SELECT chain, from_addr, to_addr, value, tx_hash, timestamp
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FROM token_transfers
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WHERE (from_addr = '{from_addr}' AND to_addr = '{to_addr}')
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OR (from_addr = '{from_addr}' OR to_addr = '{to_addr}')
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ORDER BY timestamp DESC LIMIT {max_hops * 10}
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"""
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transfers = await ch.query(sql)
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return transfers
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__all__ = ["HolderSnapshotter", "CrossChainTracer"]
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@ -21,6 +21,8 @@ class DataPipeline:
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self.scanner = BlockScanner(self.chains)
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self.pairs = PairDetector(self.chains)
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self.transfers = TransferScanner(self.chains)
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self.holders = HolderSnapshotter(self.chains)
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self.tracer = CrossChainTracer(self.chains)
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self.health = HealthChecker()
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async def start(self) -> None:
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@ -34,6 +36,8 @@ class DataPipeline:
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self.scanner.run(interval=2.0),
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self.pairs.run(interval=5.0),
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self.transfers.run(interval=3.0),
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self.holders.run(interval=86400),
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self.tracer.run(interval=60.0),
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)
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@ -134,3 +134,23 @@ def get_clickhouse() -> ClickHouseClient:
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__all__ = ["CLICKHOUSE_URL", "ClickHouseClient", "get_clickhouse"]
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# ── Data Retention ────────────────────────────────────────────────
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# 90-day raw data, 1-year aggregates
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RETENTION_SQL = """
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ALTER TABLE blocks MODIFY TTL timestamp + INTERVAL 90 DAY;
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ALTER TABLE token_transfers MODIFY TTL timestamp + INTERVAL 90 DAY;
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CREATE MATERIALIZED VIEW IF NOT EXISTS daily_transfer_volume
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ENGINE = AggregatingMergeTree
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PARTITION BY toYYYYMM(date)
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ORDER BY (chain, date)
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TTL date + INTERVAL 365 DAY
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AS SELECT
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chain,
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toDate(timestamp) as date,
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count() as tx_count,
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sum(value) as total_volume
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FROM token_transfers
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GROUP BY chain, date;
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"""
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