Orchestrate high-throughput web scraping swarms, stealth residential proxies, and machine-learning extraction pipelines. Sub-millisecond uvloop coroutines with zero thread contention.
Deconstruct web bot mitigation systems with automated browser fingerprint randomization and sub-second proxy dispatch.
Achieve 50,000 asynchronous network operations per cluster node. Custom memory-mapped buffers bypass standard GIL locking while maintaining native Python coroutine ergonomics.
Randomize TLS JA3/JA4 ciphers, WebGL canvas noise, and TCP window packets on every HTTP transaction to bypass Cloudflare Turnstile, Datadome, and Akamai.
Push real-time payload mutations to Kafka, ClickHouse, Snowflake, or S3 using zero-copy Parquet serializers.
Autonomous schema drift detection halts and alerts when target HTML hierarchies shift, preserving warehouse data integrity.
Native Grafana and Prometheus exporters provide end-to-end distributed span tracing across multi-region worker fleets.
No convoluted YAML or proprietary orchestrators. Wrap your standard async routines with intuitive decorators to gain automated stealth and retry guarantees.
pip install tgautomation
@tg.workflow decorator
import tgautomation as tg from pydantic import BaseModel class FinancialFeed(BaseModel): ticker: str price: float order_depth: list[dict] # Autonomous anti-bot orchestration @tg.workflow( concurrency=1000, stealth_mode=True, tls_profile="chrome-124-ja4" ) async def stream_market_records(feed_url: str) -> FinancialFeed: session = await tg.stealth_session() raw = await session.get(feed_url) # Schema validation against Pydantic record = tg.extract_schema(raw, model=FinancialFeed) await tg.stream_to_lake("s3://market-lake/v1", record) return record
Start on developer nodes, scale to dedicated single-tenant Kubernetes VPC clusters.
Ideal for prototypes, indie crawlers, and single-domain extractors.
For fintech data pipelines, retail scraping, and high-frequency feeds.
Dedicated Kubernetes clusters, bespoke proxy pools, and 24/7 SRE.
Provision an evaluation cluster with $500 free residential proxy credits.