SYSTEM all green source marketwatch.com queue 18,492 tickers p99 latency 214ms dataflirt.com · scraper/marketwatch-com
RUN · 112 active pipelines · marketwatch.com live

MarketWatch data,
at institutional scale.

We extract real-time ticker pricing, historical financials, insider trades, and breaking news from MarketWatch. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Tickers tracked
14,892 /run
News articles
8,401 /day
Financial statements
42,105 /month
Active pipelines
112
Uptime
99.98%
Data Dictionary

Every field we extract from marketwatch.com

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

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

symbolcompany_nameexchangecurrent_priceprice_changepercent_changeopen_pricehigh_52_weeklow_52_weekmarket_capvolumeavg_volumepe_ratiodividend_yield
equities_& tickers
● 200 OK
"symbol": "AAPL",
"current_price": 185.92,
"percent_change": 1.24,
"volume": 54201934,
"market_cap": 2940000000000,
"pe_ratio": 28.4
# symbolcompany_nameexchangecurrent_priceprice_changepercent_change
1
2
3

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

symbolstatement_typefiscal_yearrevenuegross_profitoperating_incomenet_incomeepstotal_assetstotal_liabilitiesoperating_cash_flowfree_cash_flow
financial_statements
● 200 OK
"symbol": "MSFT",
"statement_type": "income_statement",
"fiscal_year": 2023,
"revenue": 211915000000,
"net_income": 72361000000,
"eps": 9.68
# symbolstatement_typefiscal_yearrevenuegross_profitoperating_income
1
2
3

Complete list of extractable fields for Market News objects from marketwatch.com. All fields typed and schema-versioned.

article_idheadlineauthorpublish_dateticker_tagssector_tagsarticle_bodysummarysourceurl
market_news
● 200 OK
"article_id": "MW-19482",
"headline": "Fed signals rate cuts in 2024",
"author": "Greg Robb",
"publish_date": "2023-12-13T14:00:00Z",
"ticker_tags": "['SPX', 'DJIA']",
"source": "MarketWatch"
# article_idheadlineauthorpublish_dateticker_tagssector_tags
1
2
3

Complete list of extractable fields for Insider Trades objects from marketwatch.com. All fields typed and schema-versioned.

symbolinsider_nameinsider_titletransaction_datetransaction_typeshares_tradedprice_per_sharetotal_valueshares_held
insider_trades
● 200 OK
"symbol": "TSLA",
"insider_name": "Elon Musk",
"transaction_type": "Sell",
"shares_traded": 10000,
"price_per_share": 245.5,
"total_value": 2455000
# symbolinsider_nameinsider_titletransaction_datetransaction_typeshares_traded
1
2
3

Complete list of extractable fields for Analyst Ratings objects from marketwatch.com. All fields typed and schema-versioned.

symbolaverage_ratingtarget_priceupgradesdowngradesmaintaining_firmsrating_datefirm_name
analyst_ratings
● 200 OK
"symbol": "NVDA",
"average_rating": "Buy",
"target_price": 650.0,
"upgrades": 4,
"downgrades": 0,
"rating_date": "2024-01-15T09:30:00Z"
# symbolaverage_ratingtarget_priceupgradesdowngradesmaintaining_firms
1
2
3

Capabilities

Everything you need from MarketWatch - nothing you do not

Our MarketWatch scraper handles every layer of the platform: real-time ticker pricing, historical financials, analyst ratings, and breaking news - with JavaScript rendering and anti-bot circumvention built in.

Real-Time Equity Pricing

Capture live quotes, bid/ask spreads, and trading volume across US and international exchanges.

Historical Financial Statements

Extract income statements, balance sheets, and cash flow statements up to 5 years back.

Breaking Market News

Scrape full article text, author metadata, and ticker tags from MarketWatch news feeds.

Insider Trading Tracking

Monitor Form 4 filings, executive buys/sells, and institutional ownership changes.

Earnings & IPO Calendars

Track upcoming earnings calls, EPS estimates, reported EPS, and IPO dates.

Analyst Estimates & Ratings

Extract consensus ratings, price targets, and firm-specific upgrades/downgrades.

Options & Futures Chains

Scrape strike prices, expiration dates, implied volatility, and open interest.

Sector & Industry Performance

Monitor macro trends, sector ETFs, and index movements in real time.

SEC Filings Integration

Extract 10-K, 10-Q, and 8-K links and summaries directly from ticker pages.

// engagement pipeline

From ticker list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide ticker lists, news categories, or sector indices. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for marketwatch.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 MarketWatch pipeline handles the hard parts

MarketWatch invests heavily in scraping detection. Here is how we stay resilient - and why teams choose managed infrastructure over DIY.

pipeline-monitor · marketwatch.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
Residential proxy rotation + fingerprint spoofing

Financial sites heavily rate-limit IP addresses. Our crawlers use residential ISP proxies with realistic browser fingerprints and randomised request timing to avoid IP bans.

JavaScript rendering
Full Playwright execution for dynamic charts

MarketWatch relies on complex JavaScript for real-time charts and dynamic pricing widgets. We run Playwright sessions to hydrate these elements before extraction.

Schema stability
Resilient selectors for financial tables

Financial statement layouts vary by sector. We maintain sector-specific selector chains to ensure accurate field mapping across banks, tech, and industrials.

Change detection
Only re-scrape what has changed

For large ticker universes, we maintain a hash index of last-seen values. Subsequent runs only push diffs, reducing downstream processing load.

Monitoring & alerting
24/7 pipeline health with anomaly detection

Every run emits structured logs. We alert on null-rate spikes, missing tickers, and schema drift, responding before you notice.

Applications

Who uses MarketWatch data - and how

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

01
Algorithmic Trading

Quant funds use real-time pricing and news sentiment data to feed algorithmic trading models.

02
Equity Research

Analysts aggregate historical financials and insider trades to build valuation models and sector reports.

03
News Sentiment Analysis

NLP teams ingest MarketWatch article text and ticker tags to train market sentiment classifiers.

04
Portfolio Monitoring

Wealth managers track real-time price movements, analyst downgrades, and earnings dates for client portfolios.

05
Risk Management

Risk teams monitor sector performance and options volatility to adjust exposure limits.

06
Alternative Data Aggregation

Data vendors combine MarketWatch insider trades with alternative datasets to sell institutional signals.

Why DataFlirt

"MarketWatch provides critical real-time pricing and historical financials, but building reliable parsers for thousands of tickers requires dedicated infrastructure."

Financial data extraction requires precision. A single misaligned column in an income statement ruins the dataset. DataFlirt manages the proxy rotation, JavaScript rendering, and sector-specific schema variations so your quant teams can focus on alpha generation, not web scraping.

Technical Spec

MarketWatch scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions for real-time price widgets
Supported
Residential proxy rotation
ISP-grade residential IPs to bypass rate limits
Supported
Historical financial statements
Up to 5 years of income, balance sheet, and cash flow data
Supported
Real-time quote extraction
Intraday pricing, bid/ask, and volume tracking
Supported
News article text
Full article body extraction with author and timestamp
Supported
Options chain data
Strike prices, IV, and open interest for major equities
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
MarketWatch Plus subscriber content
Premium articles and newsletters behind the paywall
Partial
Real-time streaming websocket data
Direct connection to MarketWatch internal websockets
Partial
Infrastructure

Infrastructure powering the MarketWatch pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across global regions. Rotation happens per-request with sticky sessions where required.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested - schema versioned per run
CSV
Flat file with typed columns - Excel/Sheets compatible
XLS
Excel format for manual analyst review
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery - compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
RESTful endpoints to query extracted datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping MarketWatch legal?

Scraping publicly available financial data and news headlines from MarketWatch is generally permissible under applicable law. DataFlirt targets only public, non-authenticated market data. We do not extract paywalled MarketWatch Plus content.

How do you handle rate limits?

We use residential ISP proxies and randomised request timing. Our infrastructure automatically rotates IPs upon detecting 429 Too Many Requests or CAPTCHA challenges.

Can you extract historical financial statements?

Yes. We extract income statements, balance sheets, and cash flow statements for up to 5 prior fiscal years as displayed on the ticker pages.

How fast can you scrape real-time prices?

For defined ticker lists, we can configure high-frequency pipelines polling at 1-minute to 5-minute intervals during market hours.

Do you extract full news articles?

Yes, we extract the full article text, author metadata, publication timestamps, and associated ticker tags for public news articles.

What happens if a company changes its ticker symbol?

Our monitoring systems detect 404s or redirects on ticker pages and alert our engineering team to update the target URLs in your pipeline.

Can I request a sample dataset?

Absolutely. We provide a sample run of up to 100 tickers or 50 news articles to validate schema fit and data quality before signing a contract.

$ dataflirt scope --new-project --source=marketwatch.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 historical financials for 5,000 tickers or real-time news tracking - we scope, build, and operate the pipeline. Tell us what you need.

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