AD/Marketing Tech

Optimize Ad Spend and Attribution in Real Time

Use streaming SQL to recalibrate bids, compute multi-touch attribution, and reallocate budgets as campaign performance shifts.

Live Campaign Monitor
All Campaigns
Bid Requests/sec
2.1M
processing normally
Avg CPA
$4.38
below target
Win Rate
12.4%
across all exchanges
Budget Pacing
OPTIMAL
on track for day
See Live Demo

Trusted by 1,000+ Data-Driven Organizations

for Real-time Analytics

Trusted by 1,000+ Data-Driven Organizations for Real-time Analytics

The Problem

Is Your Campaign Data Arriving Too Late to Act On?

Hourly or daily reporting means your bids, budgets, and attribution models are always behind the market. By the time you see a problem, budget has already been wasted on underperforming placements.

With RisingWave

Recalibrate Bids and Attribution With Every Click

RisingWave processes impression, click, and conversion events as they arrive. Write streaming SQL that continuously updates bid models, computes attribution, and triggers budget reallocation in milliseconds.

Real-Time Bid Optimization
Adjust bid prices on every auction based on live conversion signals, budget pacing, and competitive dynamics -- not stale hourly models.
Multi-Touch Attribution
Compute attribution scores across every touchpoint as events stream in, giving marketers an always-current view of true channel value.
Live Campaign Monitoring
Track spend, conversions, and ROAS across all campaigns in real time. Detect budget anomalies and underperforming creatives before they drain budget.
See RisingWave in Action: AD/Marketing Tech
See how RisingWave processes real data in real time — not a recording, not a simulation.

A DSP (demand-side platform) processes 2M bid requests/second across 15 ad exchanges. Each bid decision must happen in under 100ms. The ML model's bid price needs continuous recalibration based on win rates, CPAs, and remaining campaign budgets.

Campaign CAMP-8812's CPA drifted from target $4.20 to $7.80 over 3 hours because the bidding model wasn't recalibrated against real-time win/conversion data.
LIVEbid_events
bid_idcampaign_idexchangebid_pricewonimpressionclickconversionts
bid_9a3f01CAMP-8812google_adx2.4truetruefalsefalse2024-03-15T14:00:01.112Z
bid_9a3f02CAMP-8812google_adx2.55truetruetruetrue2024-03-15T14:00:01.445Z
bid_9a3f03CAMP-8812openx2.2falsefalsefalsefalse2024-03-15T14:00:01.667Z
bid_9a3f04CAMP-8812pubmatic2.8truetruetruefalse2024-03-15T14:00:02.001Z
bid_7b2e01CAMP-4455google_adx1.9truetruefalsefalse2024-03-15T14:00:01.230Z
bid_7b2e02CAMP-4455index_exchange1.75truetruetruetrue2024-03-15T14:00:01.890Z
Streaming SQLRunning
Compute rolling win rate, CTR, and CPA per campaign in 5-min windows
CREATE SOURCE bid_events WITH (
  connector = 'kafka',
  topic = 'dsp.bid_events',
  properties.bootstrap.server = 'broker:9092'
) FORMAT PLAIN ENCODE JSON;

CREATE MATERIALIZED VIEW campaign_metrics AS
SELECT
  campaign_id,
  window_start,
  COUNT(*) AS total_bids,
  COUNT(*) FILTER (WHERE won) AS wins,
  ROUND(
    COUNT(*) FILTER (WHERE won)::NUMERIC
    / NULLIF(COUNT(*), 0) * 100, 1
  ) AS win_rate_pct,
  COUNT(*) FILTER (WHERE click) AS clicks,
  ROUND(
    COUNT(*) FILTER (WHERE click)::NUMERIC
    / NULLIF(COUNT(*) FILTER (WHERE impression), 0) * 100, 2
  ) AS ctr_pct,
  COUNT(*) FILTER (WHERE conversion) AS conversions,
  CASE
    WHEN COUNT(*) FILTER (WHERE conversion) = 0 THEN NULL
    ELSE ROUND(
      SUM(bid_price) FILTER (WHERE won)::NUMERIC
      / COUNT(*) FILTER (WHERE conversion), 2
    )
  END AS effective_cpa,
  ROUND(AVG(bid_price) FILTER (WHERE won), 2) AS avg_win_price
FROM TUMBLE(bid_events, ts, INTERVAL '5 MINUTES')
GROUP BY campaign_id, window_start;
Generate bid adjustment signals when CPA deviates >15% from target
bid_adjustmentsauto-updating
campaign_idcurrent_cpatarget_cpadeviation_pctbid_modifierwin_rateaction
CAMP-88125.14.221.40.8568.2REDUCE_MODERATE
CAMP-44552.853.5-18.61.1572.1INCREASE_MODERATE
CAMP-21906.354.832.30.755.4REDUCE_AGGRESSIVE
RisingWave recalculates effective CPA per campaign every 60 seconds. When CAMP-8812's CPA hits $5.10 (21% above target), bid prices auto-reduce by 15% — CPA returns to $4.40 within 20 minutes.
Why RisingWave

Start Your Journey to Real-Time Marketing Intelligence

Use the power of streaming SQL to transform your ad operations and prove the true value of every marketing dollar.

Maximize ROAS
Continuously optimize bid prices and budget allocation based on live conversion data, ensuring every dollar drives maximum return.
Eliminate Wasted Spend
Detect underperforming campaigns, creatives, and placements in real time and automatically pause or reallocate budget before waste accumulates.
Prove True Channel Value
Compute multi-touch attribution in real time across every channel, giving stakeholders an always-current, trustworthy view of marketing impact.

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