What ChatGPT answers when asked this, the tools it recommends and the sources it leans on, tracked across 4 captures.
| # | Tool | How often | |
|---|---|---|---|
| 1 | SigNoz | 100.0% of answers | |
| 2 | New Relic | 100.0% of answers | |
| 3 | Grafana | 100.0% of answers | |
| 4 | Uptrace | 75.0% of answers | |
| 5 | HyperDX | 75.0% of answers | |
| 6 | OpenObserve | 75.0% of answers | |
| 7 | Datadog | 50.0% of answers | |
| 8 | OneUptime | 25.0% of answers |
| # | Source | Type | Cited |
|---|---|---|---|
| 1 | signoz.io | Editorial | 5× |
| 2 | betterstack.com | Editorial | 4× |
| 3 | github.com | Editorial | 2× |
| 4 | tasrieit.com | Editorial | 1× |
| 5 | openobserve.ai | Editorial | 1× |
| 6 | uptrace.dev | Editorial | 1× |
| 7 | hyperdx.io | Editorial | 1× |
| 8 | grafana.com | Editorial | 1× |
| 9 | devhelm.io | Editorial | 1× |
| 10 | reddit.com | Community | 1× |
| 11 | oneuptime.com | Editorial | 1× |
Given your constraints:
~90 engineers (large enough that observability UX matters, but not a hyperscale platform team)
already standardized on OpenTelemetry
want traces + metrics + logs in one UI
want to avoid assembling and operating a DIY stack
…I would avoid the classic “pick Prometheus + Loki + Tempo + Grafana + glue” route unless your team specifically wants to become observability-platform maintainers. The leading self-hosted options break down into two categories: integrated platforms and composable stacks. SigNoz (+1 more citation)
PlatformBest fitSetup effortOngoing maintenanceNew Relic replacement qualitySigNozTeams wanting an OTel-native APM replacementLow–MediumMedium⭐⭐⭐⭐⭐OpenObserveCost-focused teams wanting a unified productLowLow–Medium⭐⭐⭐⭐HyperDXDeveloper-first debugging and logs/traces UXLowMedium⭐⭐⭐⭐Grafana LGTM StackTeams wanting maximum flexibility/controlMedium–HighHigh⭐⭐⭐⭐Elastic ObservabilityTeams already invested in ElasticMediumMedium–High⭐⭐⭐
SigNoz is probably the first one I would evaluate for your situation.
It is built around OpenTelemetry and provides logs, metrics, traces, dashboards, alerts, and application monitoring in one product rather than making you stitch together separate backends. SigNoz (+1 more citation)
Why it maps well to your migration:
Your existing OTel instrumentation should transfer cleanly.
You keep vendor-neutral telemetry.
Engineers get a New Relic-like workflow:
service overview
trace exploration
correlated logs
latency/error dashboards
alerts
SigNoz uses ClickHouse as its storage layer and includes its own OTel collector path for ingestion. SigNoz (+1 more citation)
Initial setup
Docker Compose: straightforward
Kubernetes: Helm deployment is typical
Expect days, not weeks, for a production pilot
Maintenance
You still operate:
ClickHouse
SigNoz services
storage
upgrades
backups
But you are not designing the observability architecture.
Where it shines
SaaS engineering teams
microservices
OTel-first environments
replacing APM vendors
Where it may hurt
Very large log volumes can turn ClickHouse operations into a real platform responsibility.
Some New Relic enterprise features may require customization.
My default recommendation for your team: pilot SigNoz first.
OpenObserve is another strong candidate if cost
Given your constraints:
…I would narrow the field to SigNoz, Uptrace, OpenObserve, and (if you're willing to accept a somewhat younger ecosystem) HyperDX. I'd avoid a DIY Grafana LGTM deployment unless your SRE team actually enjoys operating observability infrastructure.
Here's how I'd compare them.
| Platform | Unified UI | OTel-native | Self-hosted | Setup effort | Ongoing maintenance | Best fit |
|---|---|---|---|---|---|---|
| SigNoz | ✅ | ✅ | ✅ | Medium | Medium | Best overall New Relic replacement |
| Uptrace | ✅ | ✅ | ✅ | Low | Low | Small/medium engineering orgs wanting simplicity |
| OpenObserve | ✅ | ✅ | ✅ | Low-Medium | Low-Medium | Log-heavy workloads and cost efficiency |
| HyperDX | ✅ | ✅ | ✅ | Low | Medium | Modern developer experience |
| Grafana LGTM | Partial (multiple backends) | ✅ | ✅ | High | High | Teams already invested in Grafana |
SigNoz is probably the closest thing today to an open-source New Relic or Datadog replacement.
It was designed around OpenTelemetry rather than retrofitting OTel support later. signoz.io
Under the hood it still runs several services:
…but they're deployed together, so you're managing one platform rather than assembling an observability stack yourself.
I'd call it:
⭐⭐⭐☆☆
Not trivial, but reasonable with Helm or Docker Compose.
⭐⭐⭐☆☆
Most maintenance revolves around:
The application itself isn't particularly demanding.
Uptrace has become surprisingly capable.
Its philosophy is:
Don't build a giant observability platform. Build a really good OpenTelemetry backend.
It provides
in one interface. It stores telemetry in ClickHouse while using PostgreSQL for metadata. github.com
⭐⭐☆☆☆
Probably the easiest production deployment among the mature options.
⭐⭐☆☆☆
Less operational complexity than SigNoz.
Compared to SigNoz:
For a 90-engineer SaaS company, though, those may not matter.
OpenObserve is increasingly popular because it's inexpensive to operate.
Strengths include
It's particularly attractive if logs dominate your telemetry costs. betterstack.com
⭐⭐☆☆☆
⭐⭐☆☆☆
Generally lighter than a full Grafana stack.
HyperDX is newer but has a polished developer experience.
Interesting capabilities include
It's been gaining momentum recently. betterstack.com
I wouldn't yet call it as operationally proven as SigNoz for a company your size, but it's worth evaluating.
A lot of engineers immediately recommend
Technically it's excellent.
Operationally?
Not what you asked for.
You specifically said:
"without needing to build and maintain a custom stack"
LGTM is still multiple independent systems:
Even though Grafana provides one UI, you're still operating several backends. Community comparisons consistently rate it as the highest-maintenance option among self-hosted open-source stacks. betterstack.com
| Platform | Initial deployment | Upgrades | Storage tuning | Scaling |
|---|---|---|---|---|
| Uptrace | Easy | Easy | Low | Medium |
| OpenObserve | Easy | Easy | Low | Medium |
| SigNoz | Moderate | Moderate | Medium | Medium |
| HyperDX | Moderate | Moderate | Medium | Medium |
| Grafana LGTM | Hard | Hard | High | High |
If I were making the decision today:
1. SigNoz — Best balance of capability, maturity, and New Relic-like experience. It offers the broadest "single-pane" observability with strong OpenTelemetry support and is the closest conceptual replacement for New Relic. signoz.io
2. Uptrace — If your priority is minimizing operational overhead while still getting unified traces, metrics, and logs. It's especially compelling if your SRE team is small and you'd rather spend time on reliability than running the observability platform. github.com
3. OpenObserve — If controlling infrastructure costs—particularly log storage and search—is a primary goal.
Unless your team already has deep Grafana expertise and is comfortable owning multiple backend services, I would not choose LGTM for the requirements you've described. It remains a powerful ecosystem, but it doesn't align well with your stated goal of avoiding a custom, multi-component observability stack.
See exactly where you stand today, and which sources to win.