SYSTEM all green source investing.com queue 82,419 tickers p99 latency 84ms dataflirt.com · scraper/investing-com
RUN · 184 active pipelines · investing.com live

Financial data,
at warehouse scale.

We extract real-time quotes, historical price action, economic calendars, and analyst estimates from Investing.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Tickers tracked
142K /run
Price updates
18.4M /day
News articles
12.3K /24h
Active pipelines
184
Uptime
99.98%
Data Dictionary

Every field we extract from investing.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Equities & Quotes objects from investing.com. All fields typed and schema-versioned.

tickerexchangecompany_namecurrent_pricecurrencyopen_pricehigh_pricelow_pricevolumemarket_cappe_ratiobetaone_year_changenext_earnings_date
equities_& quotes
● 200 OK
"ticker": "AAPL",
"exchange": "NASDAQ",
"current_price": 184.23,
"currency": "USD",
"volume": 4829104,
"market_cap": "2.8T",
"pe_ratio": 28.4,
"beta": 1.28
# tickerexchangecompany_namecurrent_pricecurrencyopen_price
1
2
3

Complete list of extractable fields for Historical Data objects from investing.com. All fields typed and schema-versioned.

tickerdateopenhighlowclosevolumeadjusted_closetimeframeasset_class
historical_data
● 200 OK
"ticker": "EUR/USD",
"date": "2023-10-24",
"open": 1.0584,
"high": 1.0621,
"low": 1.057,
"close": 1.0592,
"volume": 84921,
"asset_class": "forex"
# tickerdateopenhighlowclose
1
2
3

Complete list of extractable fields for Financial Statements objects from investing.com. All fields typed and schema-versioned.

tickerstatement_typeperiod_endingtotal_revenuegross_profitoperating_incomenet_incometotal_assetstotal_liabilitiesoperating_cash_flowcurrency
financial_statements
● 200 OK
"ticker": "TSLA",
"statement_type": "Income Statement",
"period_ending": "2023-12-31",
"total_revenue": 96773000000,
"gross_profit": 17660000000,
"net_income": 14997000000,
"currency": "USD"
# tickerstatement_typeperiod_endingtotal_revenuegross_profitoperating_income
1
2
3

Complete list of extractable fields for Economic Calendar objects from investing.com. All fields typed and schema-versioned.

event_iddatetimecountryevent_nameimportanceactualforecastpreviouscurrency_impact
economic_calendar
● 200 OK
"event_id": "ec_18492",
"country": "United States",
"event_name": "Nonfarm Payrolls",
"importance": 3,
"actual": "275K",
"forecast": "198K",
"previous": "229K"
# event_iddatetimecountryevent_nameimportance
1
2
3

Complete list of extractable fields for News & Analysis objects from investing.com. All fields typed and schema-versioned.

article_idheadlineauthorpublish_daterelated_tickerscategorysourcebody_textsentiment_scoreurl
news_& analysis
● 200 OK
"article_id": "news_849210",
"headline": "Fed leaves rates unchanged",
"author": "Investing.com",
"publish_date": "2024-03-20T18:00:00Z",
"category": "Central Banks",
"related_tickers": "['EUR/USD', 'SPX']",
"source": "Reuters"
# article_idheadlineauthorpublish_daterelated_tickerscategory
1
2
3

Capabilities

Everything you need from Investing.com, structured

Our market data scraper handles every layer of the portal: live quotes, economic calendars, historical price action, and financial statements, with Cloudflare circumvention built in.

Equities & ETFs

Extract live quotes, market cap, volume, and technical summaries across 80 global exchanges.

Forex & Crypto

Capture bid/ask spreads, daily ranges, and historical tick data for major and exotic pairs.

Economic Calendar

Monitor macro events, central bank decisions, and employment reports with actual versus forecast diffs.

Financial Statements

Standardised extraction of income statements, balance sheets, and cash flow reports spanning multiple years.

Historical Price Action

Pull daily, weekly, or monthly OHLCV data for any asset class with adjusted close values.

News & Sentiment

Archive market commentary, breaking news, and analyst opinion pieces linked to specific tickers.

Technical Indicators

Scrape moving averages, RSI, MACD, and pivot points directly from technical summary panels.

Commodities & Futures

Track energy, metals, and agricultural futures contracts with expiration dates and rollover data.

Earnings Calendar

Monitor upcoming EPS and revenue announcements, consensus estimates, and historical surprise percentages.

Change Detection

Hash-based diffing ensures downstream systems only process new or updated market data records.

// engagement pipeline

From ticker list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide ticker lists, asset classes, or calendar regions. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, session management, and anti-bot circumvention for investing.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our market data pipeline handles the hard parts

Financial portals invest heavily in scraping detection. Here is how we stay resilient, and why teams choose managed infrastructure over DIY.

pipeline-monitor · investing.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Anti-bot layer
Cloudflare bypass and proxy rotation

Investing.com uses Cloudflare and custom rate-limiting. Our crawlers use residential ISP proxies with realistic browser fingerprints and TLS spoofing to maintain access without triggering blocks.

Websocket interception
Capturing live data streams

Live pricing relies on websockets and background XHR requests. We intercept these streams directly to capture tick-level updates without the overhead of full DOM rendering.

Regional localisation
Consistent currency and timezone outputs

Data formats and available assets change based on the regional subdomain. We force specific locale headers to ensure consistent currency and timezone outputs across all records.

Schema stability
Resilient selectors with fallback chains

Financial portals update their DOM layout frequently. We use multiple fallback chains per field, targeting raw JSON objects in the page source before falling back to CSS selectors.

Monitoring
24/7 pipeline health checks

Every run emits structured logs to our observability stack. We alert on null-rate spikes, stale quotes, and coverage drops, ensuring data integrity before it reaches your warehouse.

Applications

Who uses Investing.com data, and how

Teams across industries use investing.com data to build competitive products and smarter operations.

01
Algorithmic Trading

Quant funds ingest historical OHLCV and real-time quotes to backtest and execute trading strategies.

02
Macroeconomic Analysis

Economists track the Economic Calendar to model interest rate impacts and FX volatility.

03
Sentiment Analysis

NLP models process the Investing.com news corpus to gauge market sentiment on specific equities.

04
Portfolio Management

Asset managers consolidate global equity and bond data to monitor portfolio exposure and risk metrics.

05
Alternative Data Aggregation

Data vendors blend analyst estimates with proprietary datasets to build custom indicators for retail investors.

06
Competitor Benchmarking

Corporate finance teams track peer group financial statements and valuation multiples across multiple regions.

Why DataFlirt

"Investing.com aggregates the deepest cross-asset financial data available publicly, but standardising it across 80 exchanges requires dedicated extraction infrastructure."

Financial data decays in milliseconds. Building a reliable pipeline requires intercepting background data streams, managing regional locale settings, and bypassing aggressive Cloudflare protection. DataFlirt handles the extraction layer so your quants and analysts can focus on signal generation.

Technical Spec

Investing.com scraper: technical capabilities

Everything supported by our investing.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Real-time quote interception
Intercepts background XHR/Websocket streams for low-latency pricing
Supported
Historical OHLCV extraction
Daily, weekly, and monthly price action across all asset classes
Supported
Economic calendar filtering
Filter by country, importance tier, and event category
Supported
Financial statement standardisation
Normalises varying accounting formats into a unified schema
Supported
News corpus pagination
Extracts historical articles and links them to relevant ticker symbols
Supported
Cloudflare bypass
Automated TLS fingerprinting and CAPTCHA solving via CapSolver
Supported
Global exchange coverage
Supports US, European, Asian, and emerging market exchanges
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
InvestingPro exclusive metrics
Fair value estimates and proprietary health scores behind the paywall
Partial
Ad-free premium data streams
Requires an authenticated InvestingPro+ account session
Partial
Infrastructure

Infrastructure powering the financial data pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusApache KafkaClickHouse
High-Frequency Interception

Playwright intercepts underlying XHR and websocket connections, bypassing the DOM entirely to capture raw financial data payloads with minimal latency.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested
CSV
Flat file with typed columns
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time downstream processing
API
Queryable REST endpoints for on-demand extraction
PostgreSQL
Upsert into your existing schema
BigQuery
Streamed directly into your dataset
Snowflake
Stage and COPY INTO workflow
XLS
Excel compatible format for analyst teams
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About investing.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Investing.com legal?

Scraping publicly available information from Investing.com is generally permissible under applicable law. DataFlirt targets only public, non-authenticated market data and news. We do not extract personal data or circumvent authentication walls for premium content.

How do you handle Cloudflare protection?

We use residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human behaviour. CapSolver handles any interactive challenges automatically.

How fresh is the pricing data?

Real-time pipelines can achieve sub-second latency depending on the asset and exchange. Standard batch runs for historical data or financial statements operate at a daily or hourly cadence.

Can you extract historical OHLCV data?

Yes. We can extract daily, weekly, and monthly historical price action for equities, forex, crypto, and commodities, going back as far as Investing.com provides the data.

Do you support international exchanges?

Yes. We force regional locales to extract data from NSE, LSE, TSE, and 80 other global exchanges, ensuring the currency and timezone data is accurate.

What about the Economic Calendar?

We extract all events, actuals, forecasts, revisions, and importance ratings. This can be delivered as a continuous feed or a daily batch.

Can I get InvestingPro exclusive data?

No. We do not scrape authenticated or paywalled InvestingPro metrics, such as proprietary health scores or fair value estimates.

$ dataflirt scope --new-project --source=investing.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily dump of global equities or a continuous feed of the economic calendar, we build and operate the infrastructure. Tell us your target assets.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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