diff --git a/cmd/logql-compliance-tester/lokiapi.go b/cmd/logql-compliance-tester/lokiapi.go
new file mode 100644
index 00000000..de091683
--- /dev/null
+++ b/cmd/logql-compliance-tester/lokiapi.go
@@ -0,0 +1,51 @@
+package main
+
+import (
+	"context"
+	"time"
+
+	"github.com/cenkalti/backoff/v4"
+	"github.com/go-faster/errors"
+	"github.com/go-faster/sdk/zctx"
+	"go.uber.org/zap"
+
+	"github.com/go-faster/oteldb/internal/lokiapi"
+	"github.com/go-faster/oteldb/internal/lokicompliance"
+)
+
+func newLokiAPI(ctx context.Context, cfg lokicompliance.TargetConfig) (lokicompliance.LokiAPI, error) {
+	c, err := lokiapi.NewClient(cfg.QueryURL)
+	if err != nil {
+		return nil, err
+	}
+
+	if err := waitForLoki(ctx, c, cfg); err != nil {
+		return nil, errors.Wrap(err, "wait for loki")
+	}
+
+	return c, nil
+}
+
+func waitForLoki(ctx context.Context, c *lokiapi.Client, cfg lokicompliance.TargetConfig) error {
+	var (
+		b   = backoff.NewConstantBackOff(5 * time.Second)
+		log = zctx.From(ctx)
+	)
+	if err := backoff.RetryNotify(
+		func() error {
+			_, err := c.Labels(ctx, lokiapi.LabelsParams{})
+			if cerr := ctx.Err(); cerr != nil {
+				return backoff.Permanent(cerr)
+			}
+			return err
+		},
+		b,
+		func(err error, d time.Duration) {
+			log.Debug("Retry ping request", zap.String("target", cfg.QueryURL))
+		},
+	); err != nil {
+		return err
+	}
+	log.Info("Loki is ready", zap.String("target", cfg.QueryURL))
+	return nil
+}
diff --git a/cmd/logql-compliance-tester/main.go b/cmd/logql-compliance-tester/main.go
new file mode 100644
index 00000000..def2ff4e
--- /dev/null
+++ b/cmd/logql-compliance-tester/main.go
@@ -0,0 +1,246 @@
+package main
+
+import (
+	"context"
+	"encoding/json"
+	"flag"
+	"fmt"
+	"io"
+	"os"
+	"os/signal"
+	"path/filepath"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/cheggaaa/pb/v3"
+	"github.com/fatih/color"
+	"github.com/go-faster/errors"
+	"github.com/go-faster/sdk/zctx"
+	"go.uber.org/atomic"
+	"go.uber.org/zap"
+
+	"github.com/go-faster/oteldb/internal/lokiapi"
+	"github.com/go-faster/oteldb/internal/lokicompliance"
+	"github.com/go-faster/oteldb/internal/lokihandler"
+)
+
+func expandTestCase(cfg *lokicompliance.Config, start, end time.Time, step time.Duration) []*lokicompliance.TestCase {
+	var (
+		params    = cfg.QueryParameters
+		limit     = 10000
+		direction = lokiapi.DirectionForward
+	)
+	if l := params.Limit; l != nil {
+		limit = *l
+	}
+	if d := params.Direction; d != "" {
+		direction = d
+	}
+
+	r := make([]*lokicompliance.TestCase, 0, len(cfg.TestCases))
+	for _, tc := range cfg.TestCases {
+		r = append(r, &lokicompliance.TestCase{
+			Query:          tc.Query,
+			SkipComparison: tc.SkipComparison,
+			ShouldFail:     tc.ShouldFail,
+			Start:          start,
+			End:            end,
+			Step:           step,
+			Limit:          limit,
+			Direction:      direction,
+		})
+	}
+	return r
+}
+
+func getNonZeroDuration(
+	seconds float64,
+	defaultDuration time.Duration,
+) time.Duration {
+	if seconds == 0.0 {
+		return defaultDuration
+	}
+	return time.Duration(seconds * float64(time.Second))
+}
+
+func outp(output io.Writer, results []*lokicompliance.Result, includePassing bool) error {
+	// JSONResult is the JSON output format.
+	type JSONResult struct {
+		TotalResults   int                      `json:"totalResults"`
+		Results        []*lokicompliance.Result `json:"results,omitempty"`
+		IncludePassing bool                     `json:"includePassing"`
+	}
+
+	buf, err := json.Marshal(JSONResult{
+		TotalResults:   len(results),
+		Results:        results,
+		IncludePassing: includePassing,
+	})
+	if err != nil {
+		return err
+	}
+
+	_, err = output.Write(buf)
+	return err
+}
+
+func verifyTargetCompliance(results []*lokicompliance.Result, target float64) error {
+	var successes, unsupported int
+	for _, res := range results {
+		if res.Success() {
+			successes++
+		}
+		if res.Unsupported {
+			unsupported++
+		}
+	}
+
+	fmt.Println(strings.Repeat("=", 80))
+	successPercentage := 100 * float64(successes) / float64(len(results))
+
+	fmt.Printf("Total: %d / %d (%.2f%%) passed, %d unsupported\n",
+		successes, len(results), successPercentage, unsupported,
+	)
+	fmt.Printf("Target: %.2f%%\n", target)
+
+	if successPercentage < target {
+		fmt.Println(color.RedString("FAILED"))
+		return errors.Errorf("target is %v, passed is %.2f", target, successPercentage)
+	}
+
+	fmt.Println(color.GreenString("PASSED"))
+	return nil
+}
+
+type arrayFlags []string
+
+func (i *arrayFlags) String() string {
+	if i == nil {
+		return ""
+	}
+	return strings.Join(*i, ",")
+}
+
+func (i *arrayFlags) Set(value string) error {
+	*i = append(*i, value)
+	return nil
+}
+
+func run(ctx context.Context) error {
+	var configFile arrayFlags
+	flag.Var(&configFile, "config-file", "The path to the configuration file. If repeated, the specified files will be concatenated before YAML parsing.")
+	var (
+		queryParallelism = flag.Int("query-parallelism", 20, "Maximum number of comparison queries to run in parallel.")
+		endDelta         = flag.Duration("end", 12*time.Minute, "The delta between the end time and current time, negated")
+		rangeDuration    = flag.Duration("range", 10*time.Minute, "The duration of the query range.")
+		stepDuration     = flag.Duration("step", 10*time.Second, "The step of the query.")
+
+		outputFile        = flag.String("output-file", "", "Path to output file")
+		outputFormat      = flag.String("output-format", "text", "The comparison output format. Valid values: [json]")
+		outputPassing     = flag.Bool("output-passing", false, "Whether to also include passing test cases in the output.")
+		minimumPercentage = flag.Float64("target", 0, "Minimum compliance percentage")
+	)
+	flag.Parse()
+
+	if format := *outputFormat; format != "json" {
+		return errors.Errorf("unknown output format %q", format)
+	}
+
+	cfg, err := lokicompliance.LoadFromFiles(configFile)
+	if err != nil {
+		return errors.Wrap(err, "loading configuration file")
+	}
+	refAPI, err := newLokiAPI(ctx, cfg.ReferenceTargetConfig)
+	if err != nil {
+		return errors.Wrap(err, "creating reference API")
+	}
+	testAPI, err := newLokiAPI(ctx, cfg.TestTargetConfig)
+	if err != nil {
+		return errors.Wrap(err, "creating test API")
+	}
+	comp := lokicompliance.New(refAPI, testAPI)
+
+	end, err := lokihandler.ParseTimestamp(cfg.QueryParameters.EndTime, time.Now().Add(-*endDelta))
+	if err != nil {
+		return errors.Wrap(err, "parse end")
+	}
+	start := end.Add(-getNonZeroDuration(
+		cfg.QueryParameters.RangeInSeconds,
+		*rangeDuration,
+	))
+	step := getNonZeroDuration(cfg.QueryParameters.StepInSeconds, *stepDuration)
+
+	var (
+		testCases = expandTestCase(cfg, start, end, step)
+		results   = make([]*lokicompliance.Result, len(testCases))
+
+		wg          sync.WaitGroup
+		progressBar = pb.StartNew(len(results))
+		workCh      = make(chan struct{}, *queryParallelism)
+	)
+	wg.Add(len(results))
+
+	allSuccess := atomic.NewBool(true)
+	for i, tc := range testCases {
+		workCh <- struct{}{}
+
+		go func(i int, tc *lokicompliance.TestCase) {
+			defer func() {
+				<-workCh
+				wg.Done()
+			}()
+
+			res, err := comp.Compare(tc)
+			if err != nil {
+				zctx.From(ctx).Error("Compare failed", zap.Error(err))
+			}
+			results[i] = res
+			if !res.Success() {
+				allSuccess.Store(false)
+			}
+			progressBar.Increment()
+		}(i, tc)
+	}
+
+	wg.Wait()
+	progressBar.Finish()
+
+	if !allSuccess.Load() {
+		return errors.New("some queries are failed")
+	}
+
+	if p := *outputFile; p != "" {
+		p = filepath.Clean(p)
+
+		f, err := os.Create(p)
+		if err != nil {
+			return err
+		}
+		defer func() {
+			_ = f.Close()
+		}()
+
+		if err := outp(f, results, *outputPassing); err != nil {
+			return err
+		}
+	}
+
+	if target := *minimumPercentage; target != 0 {
+		if err := verifyTargetCompliance(results, target); err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
+
+func main() {
+	ctx, cancel := signal.NotifyContext(context.Background(), os.Interrupt)
+	defer cancel()
+
+	if err := run(ctx); err != nil {
+		fmt.Fprintf(os.Stderr, "%+v", err)
+		os.Exit(1)
+	}
+}