Case Study

Invezo relies on QuestDB for fast crypto market analytics

QuestDB is the backbone behind analytical capabilities at Invezo, which aims to become Bloomberg for digital assets.

Massive market data throughput
Few things create data like markets. QuestDB helps Invezo manage it.
Real-time in no time
Real-time-liness is essential to capture market opportunities.
Extended SQL
The familiarity of SQL meets the raw power of time-series specialized functions
QuestDB is the backbone behind analytical capabilities at Invezo.
Avg ingested rows/sec
3M+
Write speed vs InfluxDB
10x
Compression ratio
6x
Cloud up-time
99.99999%

Advanced Market Analytics

Invezo Analytics Platform

Invezo pulls on-chain and off-chain metrics to understand crypto asset behavior, offering superior charting capabilities and providing an API.

Real-Time Analytics
Low-latency API and high-throughput ingestion power Invezo's data visualization.
Example of live dashboards and analytics in real-time.
QuestDB SQL
SELECT ts, sum(value)
FROM 'twitter_mentions'
WHERE symbol='btc' AND ts >= dateadd('d', 14, now)
SAMPLE BY 10m

Real-Time Reactor Monitoring

High-Throughput Queries for Safety and Efficiency

The graph above is generated with this simple SQL query. How simple? See how QuestDB and its powerful-yet-familiar SQL extensions compare to other data storage engines. Below compares MongoDB with QuestDB, both the query and execution time.

MongoDB, runs in 5.4/sec

def basic_aggregation():
pipeline = [
{
"$match": {
"metadata.pair": "btc-usdt",
"metadata.exchange": "binance"
}
},
{"$sort": {"time": -1}},
{"$limit": 50000}
]
results = col.aggregate(
pipeline,
hint="Main Index",
allowDiskUse=True
)
return list(results)
start = time.time()
basic_aggregation()
print(time.time() - start)

QuestDB, runs in .1/sec

SELECT
ts,
first(open),
max(high),
min(low),
last(close)
FROM
'ohlc_all'
WHERE
pair = 'btc-usd'
SAMPLE BY
5m
LIMIT
50000

Live Market Data Analytics

Instant insights for crypto markets

QuestDB provides the analytics power to Invezo's charting and API solutions.

Example of live dashboards and analytics in real-time.
5x Faster Ingestion
Supercharged ingestion rates for massive data.
Low-Latency Queries
Query execution time reduced from minutes to milliseconds.
Fully Hosted
QuestDB Cloud handles management and monitoring.
Invezo logo

"Our customers value a low-latency API, so speed is extremely important to us. With QuestDB, our ingestion rate is 5x faster and query execution time went from minutes to milliseconds"

Emmett Miller
Co-founder, Invezo

Fully Hosted Analytics

QuestDB Cloud powers Invezo

QuestDB Cloud offloads management and monitoring responsibilities, allowing Invezo to focus on its core business and deliver a low-latency API.

"We started with AWS RD but the database was too slow. We then looked into MongoDB, which recently released time-series capabilities. Here again, slow ingestion and queries made our application unusable. In addition, we had a crack at InfluxDB but their query language "Flux" was a show stopper because it is unintuitive."

Emmett MillerCo-founder, Invezo
QuestDB is the backbone behind analytical capabilities at Invezo.

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