diff --git a/influx/Dockerfile b/influx/Dockerfile
new file mode 100644
index 0000000..25a450b
--- /dev/null
+++ b/influx/Dockerfile
@@ -0,0 +1,32 @@
+# Copyright 2022 The Go Authors. All rights reserved.
+# Use of this source code is governed by a BSD-style
+# license that can be found in the LICENSE file.
+
+FROM golang:1.18 AS gobuilder
+
+WORKDIR /app
+
+# pre-copy/cache go.mod for pre-downloading dependencies and only redownloading
+# them in subsequent builds if they change
+COPY go.mod go.sum ./
+RUN go mod download && go mod verify
+
+COPY . .
+
+RUN go build -o setup
+
+FROM marketplace.gcr.io/google/influxdb2:latest
+
+COPY --from=gobuilder /app/setup /setup
+
+# For now, generate a self-signed cert to use. Not for production use!
+RUN openssl req -x509 -nodes -newkey rsa:2048 \
+  -keyout /etc/ssl/influxdb-selfsigned.key \
+  -out /etc/ssl/influxdb-selfsigned.crt \
+  -days 30 \
+  -subj '/CN=localhost'
+
+# Run our setup application in the background and the parent Influx entrypoint
+# in the foreground.
+ENTRYPOINT ["/bin/sh"]
+CMD ["-c", "/setup & /docker-entrypoint.sh influxd --tls-cert=/etc/ssl/influxdb-selfsigned.crt --tls-key=/etc/ssl/influxdb-selfsigned.key --http-bind-address=:443"]
diff --git a/influx/README.md b/influx/README.md
new file mode 100644
index 0000000..0adeac2
--- /dev/null
+++ b/influx/README.md
@@ -0,0 +1,32 @@
+# InfluxDB container image
+
+This directory contains the source for the InfluxDB container image used in the
+Go Performance Monitoring system. The image is based on the Google-maintained
+GCP InfluxDB 2 image, with an additional small program to perform initial
+database setup and push access credentials to Google Secret Manager.
+
+## Local
+
+To run an instance locally:
+
+    $ sudo docker build -t golang_influx . && sudo docker run --rm -p 443:8086 golang_influx
+
+Browse / API connect to https://localhost:8086 (note that the instance uses a
+self-signed certificate), and authenticate with user 'admin' or 'reader' with
+the password or API token logged by the container.
+
+## Google Cloud
+
+Perform the one-time project setup described in `setup.sh`, and then run the
+script to start an instance:
+
+    $ ./setup.sh <project> us-central1-docker.pkg.dev/<project>/golang-perf-docker-repo
+
+The instance can be accessed via the "EXTERNAL IP" in the output. View
+[VM instance logs](https://console.cloud.google.com/compute/instances) to verify
+successful setup.
+
+The authentication credentials are stored in the project's Secret Manager. e.g.,
+to access the admin password:
+
+    $ gcloud secrets versions access latest --secret=influx-admin-pass
diff --git a/influx/go.mod b/influx/go.mod
new file mode 100644
index 0000000..dfac88f
--- /dev/null
+++ b/influx/go.mod
@@ -0,0 +1,32 @@
+module golang.org/x/perf/influx
+
+go 1.17
+
+require (
+	cloud.google.com/go/compute v1.5.0
+	cloud.google.com/go/secretmanager v1.3.0
+	github.com/influxdata/influxdb-client-go/v2 v2.8.0
+	google.golang.org/genproto v0.0.0-20220222213610-43724f9ea8cf
+)
+
+require (
+	cloud.google.com/go v0.100.2 // indirect
+	cloud.google.com/go/iam v0.1.0 // indirect
+	github.com/deepmap/oapi-codegen v1.8.2 // indirect
+	github.com/golang/groupcache v0.0.0-20200121045136-8c9f03a8e57e // indirect
+	github.com/golang/protobuf v1.5.2 // indirect
+	github.com/google/go-cmp v0.5.7 // indirect
+	github.com/googleapis/gax-go/v2 v2.1.1 // indirect
+	github.com/influxdata/line-protocol v0.0.0-20200327222509-2487e7298839 // indirect
+	github.com/pkg/errors v0.9.1 // indirect
+	go.opencensus.io v0.23.0 // indirect
+	golang.org/x/net v0.0.0-20220127200216-cd36cc0744dd // indirect
+	golang.org/x/oauth2 v0.0.0-20211104180415-d3ed0bb246c8 // indirect
+	golang.org/x/sys v0.0.0-20220209214540-3681064d5158 // indirect
+	golang.org/x/text v0.3.7 // indirect
+	google.golang.org/api v0.70.0 // indirect
+	google.golang.org/appengine v1.6.7 // indirect
+	google.golang.org/grpc v1.44.0 // indirect
+	google.golang.org/protobuf v1.27.1 // indirect
+	gopkg.in/yaml.v2 v2.3.0 // indirect
+)
diff --git a/influx/go.sum b/influx/go.sum
new file mode 100644
index 0000000..ed87afb
--- /dev/null
+++ b/influx/go.sum
@@ -0,0 +1,646 @@
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diff --git a/influx/main.go b/influx/main.go
new file mode 100644
index 0000000..1c678d2
--- /dev/null
+++ b/influx/main.go
@@ -0,0 +1,259 @@
+// Copyright 2022 The Go Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style
+// license that can be found in the LICENSE file.
+
+// This program runs in the InfluxDB container, performs initial setup of the
+// database, and publishes access secrets to secret manager.
+package main
+
+import (
+	"context"
+	"crypto/rand"
+	"crypto/tls"
+	"encoding/json"
+	"fmt"
+	"log"
+	"math/big"
+	"net/http"
+	"os"
+	"time"
+
+	"github.com/influxdata/influxdb-client-go/v2"
+	"github.com/influxdata/influxdb-client-go/v2/domain"
+
+	"cloud.google.com/go/compute/metadata"
+	secretmanager "cloud.google.com/go/secretmanager/apiv1"
+	secretmanagerpb "google.golang.org/genproto/googleapis/cloud/secretmanager/v1"
+)
+
+const influxURL = "https://localhost:443"
+
+// Setup is the response to Influx GET /api/v2/setup.
+type Setup struct {
+	Allowed bool `json:"allowed"`
+}
+
+// setupAllowed returns true if Influx setup is allowed. i.e., the server has
+// not already been set up.
+//
+// The Influx Go client unfortunately doesn't expose a method to query this, so
+// we must access the API directly.
+func setupAllowed(ctx context.Context) (bool, error) {
+	req, err := http.NewRequestWithContext(ctx, "GET", influxURL+"/api/v2/setup", nil)
+	if err != nil {
+		return false, fmt.Errorf("error creating request: %w", err)
+	}
+
+	// TODO(prattmic): Don't skip certificate verification in production.
+	client := &http.Client{
+		Transport: &http.Transport{
+			TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
+		},
+	}
+	resp, err := client.Do(req)
+	if err != nil {
+		return false, fmt.Errorf("error send request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	var s Setup
+	d := json.NewDecoder(resp.Body)
+	if err := d.Decode(&s); err != nil {
+		return false, fmt.Errorf("error decoding response: %w", err)
+	}
+
+	return s.Allowed, nil
+}
+
+func generatePassword() (string, error) {
+	const passwordCharacters = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789~!@#$%^&*()_+`-={}|[]\\:\"<>?,./"
+	const length = 64
+
+	b := make([]byte, 0, length)
+	max := big.NewInt(int64(len(passwordCharacters) - 1))
+	for i := 0; i < length; i++ {
+		j, err := rand.Int(rand.Reader, max)
+		if err != nil {
+			return "", fmt.Errorf("error generating random number: %w", err)
+		}
+		b = append(b, passwordCharacters[j.Int64()])
+	}
+
+	return string(b), nil
+}
+
+// setupUsers sets up an 'admin' and 'reader' user on a new InfluxDB instance.
+func setupUsers(ctx context.Context, client influxdb2.Client) (adminPass, adminToken, readerPass, readerToken string, err error) {
+	adminPass, err = generatePassword()
+	if err != nil {
+		return "", "", "", "", fmt.Errorf("error generating 'admin' password: %w", err)
+	}
+
+	// Initial instance setup; creates admin user.
+	onboard, err := client.Setup(ctx, "admin", adminPass, "golang", "perf", 0)
+	if err != nil {
+		return "", "", "", "", fmt.Errorf("influx setup error: %w", err)
+	}
+
+	// Create a read-only user.
+	reader, err := client.UsersAPI().CreateUserWithName(ctx, "reader")
+	if err != nil {
+		return "", "", "", "", fmt.Errorf("error creating user 'reader': %w", err)
+	}
+
+	readerPass, err = generatePassword()
+	if err != nil {
+		return "", "", "", "", fmt.Errorf("error generating 'reader' password: %w", err)
+	}
+
+	if err := client.UsersAPI().UpdateUserPassword(ctx, reader, readerPass); err != nil {
+		return "", "", "", "", fmt.Errorf("error setting 'reader' password: %w", err)
+	}
+
+	// Add 'reader' to 'golang' org.
+	if _, err := client.OrganizationsAPI().AddMember(ctx, onboard.Org, reader); err != nil {
+		return "", "", "", "", fmt.Errorf("error adding 'reader' to org 'golang': %w", err)
+	}
+
+	// Grant read access to buckets and dashboards.
+	newAuth := &domain.Authorization{
+		OrgID:  onboard.Org.Id,
+		UserID: reader.Id,
+		Permissions: &[]domain.Permission{
+			{
+				Action: domain.PermissionActionRead,
+				Resource: domain.Resource{
+					Type: domain.ResourceTypeBuckets,
+				},
+			},
+			{
+				Action: domain.PermissionActionRead,
+				Resource: domain.Resource{
+					Type: domain.ResourceTypeDashboards,
+				},
+			},
+		},
+	}
+	auth, err := client.AuthorizationsAPI().CreateAuthorization(ctx, newAuth)
+	if err != nil {
+		return "", "", "", "", fmt.Errorf("error granting access to 'reader': %w", err)
+	}
+
+	adminToken = *onboard.Auth.Token
+	readerToken = *auth.Token
+	return adminPass, adminToken, readerPass, readerToken, nil
+}
+
+const (
+	adminPassSecretName   = "influx-admin-pass"
+	adminTokenSecretName  = "influx-admin-token"
+	readerPassSecretName  = "influx-reader-pass"
+	readerTokenSecretName = "influx-reader-token"
+)
+
+// recordOrLogSecrets saves the secrets to Secret Manager, if available, or
+// simply logs them when not running on GCP.
+func recordOrLogSecrets(ctx context.Context, adminPass, adminToken, readerPass, readerToken string) error {
+	projectID, err := metadata.ProjectID()
+	if err != nil {
+		log.Printf("Error fetching GCP project ID: %v", err)
+		log.Printf("Assuming I am running locally.")
+		log.Printf("Admin password: %s", adminPass)
+		log.Printf("Admin token: %s", adminToken)
+		log.Printf("Reader password: %s", readerPass)
+		log.Printf("Reader token: %s", readerToken)
+		return nil
+	}
+
+	client, err := secretmanager.NewClient(ctx)
+	if err != nil {
+		return fmt.Errorf("error creating secret manager client: %w", err)
+	}
+	defer client.Close()
+
+	addSecretVersion := func(name, data string) error {
+		parent := fmt.Sprintf("projects/%s/secrets/%s", projectID, name)
+		req := &secretmanagerpb.AddSecretVersionRequest{
+			Parent: parent,
+			Payload: &secretmanagerpb.SecretPayload{
+				Data: []byte(data),
+			},
+		}
+
+		if _, err := client.AddSecretVersion(ctx, req); err != nil {
+			return fmt.Errorf("add secret version error: %w", err)
+		}
+
+		log.Printf("Secret added to %s", parent)
+
+		return nil
+	}
+
+	if err := addSecretVersion(adminPassSecretName, adminPass); err != nil {
+		return fmt.Errorf("error adding admin password secret: %w", err)
+	}
+	if err := addSecretVersion(adminTokenSecretName, adminToken); err != nil {
+		return fmt.Errorf("error adding admin token secret: %w", err)
+	}
+	if err := addSecretVersion(readerPassSecretName, readerPass); err != nil {
+		return fmt.Errorf("error adding reader password secret: %w", err)
+	}
+	if err := addSecretVersion(readerTokenSecretName, readerToken); err != nil {
+		return fmt.Errorf("error adding reader token secret: %w", err)
+	}
+
+	log.Printf("Secrets added to secret manager")
+
+	return nil
+}
+
+func run() error {
+	ctx := context.Background()
+
+	// TODO(prattmic): Don't skip certificate verification in production.
+	options := influxdb2.DefaultOptions()
+	options.SetTLSConfig(&tls.Config{InsecureSkipVerify: true})
+	client := influxdb2.NewClientWithOptions(influxURL, "", options)
+	defer client.Close()
+
+	log.Printf("Waiting for influx to start...")
+	for {
+		_, err := client.Ready(ctx)
+		if err != nil {
+			log.Printf("Influx not ready: %v", err)
+			time.Sleep(1 * time.Second)
+			continue
+		}
+		break
+	}
+
+	log.Printf("Influx ready!")
+
+	allowed, err := setupAllowed(ctx)
+	if err != nil {
+		return fmt.Errorf("error checking setup: %w", err)
+	}
+	if !allowed {
+		log.Printf("Influx already set up!")
+		return nil
+	}
+
+	adminPass, adminToken, readerPass, readerToken, err := setupUsers(ctx, client)
+	if err != nil {
+		return fmt.Errorf("error setting up users: %w", err)
+	}
+
+	if err := recordOrLogSecrets(ctx, adminPass, adminToken, readerPass, readerToken); err != nil {
+		return fmt.Errorf("error recording secrets: %w", err)
+	}
+
+	log.Printf("Influx setup complete!")
+	return nil
+}
+
+func main() {
+	if err := run(); err != nil {
+		log.Printf("Error completing setup: %v", err)
+		os.Exit(1)
+	}
+}
diff --git a/influx/setup.sh b/influx/setup.sh
new file mode 100755
index 0000000..9098a1b
--- /dev/null
+++ b/influx/setup.sh
@@ -0,0 +1,63 @@
+#!/bin/bash
+# Copyright 2022 The Go Authors. All rights reserved.
+# Use of this source code is governed by a BSD-style
+# license that can be found in the LICENSE file.
+
+set -xe
+
+# One-time project setup:
+#
+# 1. Create artifact registry for the project:
+#
+# $ gcloud artifacts repositories create golang-perf-docker-repo \
+#     --repository-format=docker \
+#     --location=us-central1 --description="Docker repository"
+#
+# 2. Configure authentication for (sudo) docker:
+#
+# $ sudo gcloud auth configure-docker us-central1-docker.pkg.dev
+#
+# 3. Create the secrets to store InfluxDB passwords/tokens in:
+#
+# $ gcloud secrets create influx-admin-pass
+# $ gcloud secrets create influx-admin-token
+# $ gcloud secrets create influx-reader-pass
+# $ gcloud secrets create influx-reader-token
+#
+# 4. Grant access to the GCE default service account to update the secrets.
+#
+# $ export SERVICE_ACCOUNT=$(gcloud iam service-accounts list --format="value(EMAIL)" --filter="displayName:Compute Engine default service account")
+# $ gcloud secrets add-iam-policy-binding influx-admin-pass --member=serviceAccount:${SERVICE_ACCOUNT} --role="roles/secretmanager.secretVersionAdder"
+# $ gcloud secrets add-iam-policy-binding influx-admin-token --member=serviceAccount:${SERVICE_ACCOUNT} --role="roles/secretmanager.secretVersionAdder"
+# $ gcloud secrets add-iam-policy-binding influx-reader-pass --member=serviceAccount:${SERVICE_ACCOUNT} --role="roles/secretmanager.secretVersionAdder"
+# $ gcloud secrets add-iam-policy-binding influx-reader-token --member=serviceAccount:${SERVICE_ACCOUNT} --role="roles/secretmanager.secretVersionAdder"
+
+# TODO(prattmic): This is getting complicated; move to Go program, including
+# initial one-time setup above.
+
+if [[ $# != 2 ]]; then
+  echo "Usage: $0 <gcp project> <docker registry>"
+  exit 1
+fi
+
+declare -r PROJECT=$1
+declare -r REGISTRY=$2
+
+declare -r TAG="${REGISTRY}/golang-influx:latest"
+
+echo "Building Docker image..."
+# We must be in this directory for docker.
+(cd "$(dirname -- "${BASH_SOURCE[0]}")" && sudo docker build -t ${TAG} .)
+
+echo "Pushing Docker image..."
+sudo docker push ${TAG}
+
+# TODO(prattmic): Set up VM with no external IP.
+
+echo "Creating instance..."
+gcloud --project ${PROJECT} compute instances create-with-container influx-test-1 \
+  --container-image ${TAG} \
+  --zone us-central1-a \
+  --machine-type n1-standard-1 \
+  --tags https-server \
+  --scopes cloud-platform # Access fully controlled via IAM.