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UPSTREAM · DATA OPS STACK REBUILD
For SaaS engineering · 50–500 engineers · $200K–$700K data ops spend

Datadog + Sentry + Segment + Mixpanel.
Four observability taxes. One rebuild.

The standard SaaS engineering data ops stack typically costs $200K–$700K/yr at mid-stage. All four wrap commodity OSS: LGTM (Grafana stack) for Datadog, Sentry IS open source, RudderStack for Segment, PostHog for Mixpanel. We deploy the OSS equivalents in one bundled engagement on your AWS. One project. One contract. One unified ops stack.

Get my bundle quote · 24h turnaround →
Bundle from $72,000·10–14 weeks end-to-end·
Typical mid-stage SaaS · 100 engineers · 200 hosts

$80M ARR SaaS · full data ops stack

200 hosts · 50M events Sentry · 250K MTU Segment · 500K MTU Mixpanel
Datadog Pro (200 hosts + logs)$0
sentry.io Business (50M events)$0
Segment Business (250K MTU)$0
Mixpanel Growth (500K MTU)$0
Total Y1 SaaS spend$0
YEAR-1 NET RECLAIM · INDICATIVE
$0
Bundle build
$84K
3-yr reclaim
$650K+
Stack
Yours

At 500-engineer scale, Y1 reclaim crosses $400K. Above 1,000 engineers, often $1M+.

Tick the tools you pay for · 60 seconds

See your indicative reclaim. Live.

Tick the data ops tools you currently pay for. The number below updates with the indicative wrapper-margin reclaimable in one bundle engagement on your AWS.

Datadog APM + Logs + Infra200 hosts + 300GB logs/day
$96K/yr
sentry.io Business50M events / month
$60K/yr
Twilio Segment Business250K MTU + 25 destinations
$48K/yr
Mixpanel Growth500K MTU + Replay
$60K/yr
Splunk / Sumo Logicif you're already on Splunk instead of Datadog
$120K/yr
Amplitudeif you use Amplitude instead of Mixpanel
$60K/yr
New Relicif you use New Relic instead of Datadog
$72K/yr
Hightouch / CensusReverse ETL · warehouse → tools
$36K/yr
YEAR-1 INDICATIVE RECLAIM (AFTER BUNDLE BUILD)
$0
Tick the tools you pay for. Indicative figures based on public rate cards and typical mid-stage SaaS profiles. Your specific numbers come out of the free Stack Review.
Book the free Stack Review for these tools →
What each of the four tools wraps

Four wrappers. All wrap OSS.

Each tool in the standard data ops stack wraps a commodity open-source primitive. Datadog ≈ LGTM. Sentry IS Sentry (literally the same code). Segment ≈ RudderStack. Mixpanel ≈ PostHog. We deploy the OSS originals — same UX, your AWS, no per-host / per-event / per-MTU pricing.

TOOL 1 · OBSERVABILITY

Datadog → LGTM

Wraps ClickHouse + Prometheus + Grafana. Per-host + per-log + per-test pricing. LGTM stack (Loki + Grafana + Tempo + Mimir) is the open-source Grafana Labs equivalent.

Y1 DATADOG
~$96K
DIRECT (LGTM + DEPLOY)
~$31K Y1
Y2+ STEADY-STATE
~$15K/yr
TYPICAL Y1 RECLAIM
~$65K
→ Datadog rebuild deep-dive
TOOL 2 · ERROR TRACKING

sentry.io → self-hosted Sentry

Sentry IS open source (BSL). sentry.io charges to host the same code base. Deploy it yourself on your AWS at every event volume.

Y1 SENTRY.IO
~$60K
DIRECT (AWS + DEPLOY)
~$22K Y1
Y2+ STEADY-STATE
~$10K/yr
TYPICAL Y1 RECLAIM
~$38K
→ Sentry self-host deep-dive
TOOL 3 · CDP / EVENT ROUTER

Segment → RudderStack

Wraps HTTP webhooks + transformations + queue. RudderStack (Apache 2.0) is the Segment-SDK-compatible open-source equivalent.

Y1 SEGMENT
~$48K
DIRECT (RUDDERSTACK + DEPLOY)
~$20K Y1
Y2+ STEADY-STATE
~$6K/yr
TYPICAL Y1 RECLAIM
~$28K
→ Segment rebuild deep-dive
TOOL 4 · PRODUCT ANALYTICS

Mixpanel → PostHog

Wraps ClickHouse + dashboarding. PostHog (MIT) is feature-parity Mixpanel alternative with funnels, retention, cohorts, replay, feature flags.

Y1 MIXPANEL
~$60K
DIRECT (POSTHOG + DEPLOY)
~$22K Y1
Y2+ STEADY-STATE
~$8K/yr
TYPICAL Y1 RECLAIM
~$38K
→ Mixpanel rebuild deep-dive

Bundled engagement amortises deploy costs across 4 tools — net Y1 reclaim is greater than the sum of separate rebuilds. Plus shared infrastructure: one Postgres, one ClickHouse, one identity layer.

Bundle vs separate engagements

Why all four at once beats four sequential.

Three reasons the bundle costs ~85% of four separate deploys, ships in ~50% of the time, and produces a more cohesive operational stack.

4 SEPARATE DEPLOYS
1 BUNDLED DEPLOY
Cost
~$72K total
($22K + $14K + $14K + $14K + setup × 4)
$72K bundle
scope deeper at same price
Calendar time
~22 weeks
if run sequentially
10–14 weeks
parallel build, single integration
Shared infrastructure
4 separate ClickHouse / Postgres deploys
One ClickHouse cluster, one Postgres, shared S3
Cross-tool data flow
Each tool isolated; no native flow between
Errors → traces → events → analytics all linked natively
SSO + identity
4 separate SSO configurations
One auth layer, one role model, one audit log
Ops burden
4 systems to monitor, upgrade, restore
1 unified Helm config, 1 monitoring stack, 1 upgrade cadence

Many teams start with one (typically Datadog — sharpest math + most strategic to own) and add modules within 6 months. Bundle pricing applies if you commit to all four within 6 months.

The math at three engineering scales · indicative

Pick your engineer count. See the bundle math.

Y1 SaaS spend (4 tools)
$264K
Datadog + Sentry + Segment + Mixpanel
Direct billing (Y2+)
~$36K/yr
all four primitives, your AWS
Bundle build · one-time
$84K
10–14 weeks · all four modules
Hosting + maintenance · /yr
$18K
VPS / AWS + monitoring + ops
$156K
Year-1 net reclaim
3-year reclaim of ~$650K · payback in ~7 months · code yours · cancel any time.
Get the bundle quote at this scale →

Indicative figures based on public rate cards. Your numbers come out of the free Stack Review.

Bundle pricing

Fixed price. All four modules.

One contract, one ship date. Bundle pricing assumes all four modules ship together; à-la-carte pricing per tool is on each individual rebuild page.

⭐ Data ops bundle · 4 tools

From $72,000 — fixed

$72,000 · one-time
10–14 weeks · 1-week pilot per module · 90-day warranty · quarterly check-ins for Y1
  • Observability module — LGTM (Loki + Grafana + Tempo + Mimir) on your AWS
  • Error tracking module — self-hosted Sentry on your AWS
  • CDP module — RudderStack with Segment-SDK compatibility
  • Product analytics module — PostHog with full Mixpanel feature parity
  • Shared identity — SSO + audit log across all 4 modules
  • Cross-module data linkage — errors → traces → events → analytics
  • Migration of all 4 vendor configs (dashboards, alerts, projects, audiences)
  • Code in your GitHub from day one
  • 1-week pilot per module before each cutover
  • 4 quarterly check-ins through Year 1 for tuning
  • 90-day warranty — bug fixes free
Get my data ops bundle quote →

24-hour quote turnaround · NDA on request

SCALE TIER · 500+ ENGINEERS
Multi-region deploy + advanced sharding + SOC 2 documentation: $98,000–$132,000.
SECURITY MONITORING ADD
Add Falco + Wazuh for cloud security observability: +$14,000–$22,000.
REVERSE ETL ADD
Replace Hightouch / Census · warehouse → tools sync: +$8,000–$14,000.
RUNNING IT FOR YOU
Allied BizTech-managed at $14,000–$22,000/yr covers all 4 modules — hosting, monitoring, upgrades, SLA.
Questions about a bundled data ops rebuild

"What if…"

Can we sequence the rebuild instead of all at once?▾
Yes. Most teams start with Datadog or Sentry (sharpest math) and add modules within 6 months. Bundle pricing applies if you commit to all four within 6 months. Outside that, each is priced individually.
Which order makes sense?▾
Lowest risk first. Typical: (1) Sentry (no user-facing change, fastest payback), (2) Datadog (engineer adoption fastest), (3) Segment (drop-in SDK), (4) Mixpanel (analytics teams retrain). Each cutover gets a 1-week pilot.
What if we use Splunk + Amplitude + Hightouch instead?▾
Same bundle price for Splunk → LGTM and Amplitude → PostHog (same architecture). Hightouch → built-in Reverse ETL adds $8–14K. We rebuild whichever variant of the data ops stack you actually run.
How does shared infrastructure save money?▾
One ClickHouse cluster serves both Sentry events and PostHog analytics events (same database engine). One Postgres serves Mimir + RudderStack metadata. One S3 bucket for long-term storage. ~30% lower infrastructure cost vs four separate deploys, plus much simpler ops.
What about cross-module data flow?▾
Native. An error in Sentry can link to the trace in Tempo, the user session in PostHog, and the tracked events in RudderStack — all queryable from one Grafana dashboard. Datadog charges extra for this; we ship it built-in.
What about uptime / reliability?▾
All four OSS systems have production deployments at companies far larger than us. 99.9%+ uptime achievable on a properly-deployed AWS multi-AZ setup. Datadog's hosted SLA is 99.95%; ours matches with proper HA configuration.
Who owns everything?▾
You. Helm + Terraform config in your GitHub. All four systems run in your AWS account. No Allied infrastructure in the loop.
Want a deeper dive on each tool?
Datadog deep-dive Sentry deep-dive Segment deep-dive Mixpanel deep-dive B2B SaaS stack combo Mid-market full-stack → → Full Upstream catalog

Why this number works: AI-paired senior engineers raise the floor on quality + consistency · 250+ products shipped · direct vendor billing — you keep the wrapper margin. → The full method

UPSTREAM · DATA OPS BUNDLE

Stop the four taxes. Self-host the OSS.

From $72,000 fixed. 10–14 weeks. One unified ops stack on your AWS replacing four vendors. No deck-pitch — send your 4 tools' tier + scale, we send a bundle quote in 24 hours.

Get my data ops bundle quote → Free 30-min stack review

15+ years · ISO 9001:2015 · 250+ shipped · MSA · SOW · DPA ready · all OSS deployments.