influxdata.com, as data

# Time series starts with InfluxDBAI systems need a stream of high-precision telemetry to improve. InfluxDB captures granular sensor data enabling AI to detect, respond and predict in real-time.Aircraft and spacecraft require pinpoint precision for mission critical navigation. Capture high-rate sensor streams to power real-time diagnostics and adaptive control.#### ManufacturingProduction lines generate constant signals. Feed real-time telemetry into AI models to predict equipment failures, optimize throughput, and maintain product quality.Manage grid volatility across distributed assets. Real-time sensor streams feed predictive models to prevent costly edge failures.## Build systems and infrastructure monitoring that scalesKeep pace with the flood of time series data. Learn how to build real-time monitoring that scales securely with InfluxDB and Grafana to keep ahead of outages, performance regressions, and costly blind spots.## Deploy anywhereOn-prem, edge, or cloud. A single engine for every environment.## Open and extensibleIntegrate time series across AI/ML workloads & visualize instantly### Code in the languages you love### Build and ship faster with client libraries`from influxdb_client_3 import InfluxDBClient3database = os.getenv('INFLUX_DATABASE')token = os.getenv('INFLUX_TOKEN')host="https://us-east-1-1.aws.cloud2.influxdata.com"client = InfluxDBClient3(host, database=database, token=token)DATE_BIN(INTERVAL '1 day', time) AS _time,WHERE time >= now() - INTERVAL '90 days'print(table.to_pandas().to_markdown())record = "home,room=Living\\ Room temp=22.2,hum=36.4,co=17i"print("Writing record:", record )`import {InfluxDBClient} from '@influxdata/influxdb3-client'import {tableFromArrays} from 'apache-arrow';const database = process.env.INFLUX_DATABASE;const token = process.env.INFLUX_TOKEN;const host = "https://us-east-1-1.aws.cloud2.influxdata.com";const client = new InfluxDBClient({host, token})