diff --git a/pkg/handler/handler.go b/pkg/handler/handler.go
index e6b98a0..2254bba 100644
--- a/pkg/handler/handler.go
+++ b/pkg/handler/handler.go
@@ -9,7 +9,6 @@ import (
 	urllib "net/url"
 	"time"
 
-	"github.com/sethvargo/go-retry"
 	log "github.com/sirupsen/logrus"
 
 	"github.com/nais/wonderwall/pkg/config"
@@ -23,7 +22,7 @@ import (
 	"github.com/nais/wonderwall/pkg/openid"
 	openidclient "github.com/nais/wonderwall/pkg/openid/client"
 	openidconfig "github.com/nais/wonderwall/pkg/openid/config"
-	retrypkg "github.com/nais/wonderwall/pkg/retry"
+	"github.com/nais/wonderwall/pkg/retry"
 	"github.com/nais/wonderwall/pkg/router"
 	"github.com/nais/wonderwall/pkg/session"
 	"github.com/nais/wonderwall/pkg/url"
@@ -205,7 +204,7 @@ func (s *Standalone) LoginCallback(w http.ResponseWriter, r *http.Request) {
 	}
 
 	var tokens *openid.Tokens
-	err = retry.Do(r.Context(), retrypkg.DefaultBackoff, func(ctx context.Context) error {
+	err = retry.Do(r.Context(), func(ctx context.Context) error {
 		tokens, err = loginCallback.RedeemTokens(ctx)
 		return retry.RetryableError(err)
 	})
diff --git a/pkg/retry/retry.go b/pkg/retry/retry.go
index ed238b3..b607786 100644
--- a/pkg/retry/retry.go
+++ b/pkg/retry/retry.go
@@ -1,48 +1,58 @@
 package retry
 
 import (
+	"context"
 	"time"
 
 	"github.com/sethvargo/go-retry"
 )
 
-const (
-	DefaultBaseDuration = 50 * time.Millisecond
-	DefaultMaxDuration  = 1 * time.Second
+var (
+	DefaultBackoff = Fibonacci()
+	RetryableError = retry.RetryableError
 )
 
-var DefaultBackoff = Fibonacci().Backoff()
-
 type FibonacciBackoff struct {
-	base    time.Duration
-	max     time.Duration
-	backoff retry.Backoff
+	Base time.Duration
+	Max  time.Duration
 }
 
-func (in *FibonacciBackoff) BaseDuration(base time.Duration) {
-	in.base = base
-	in.backoff = fibonacci(in.base, in.max)
-}
-
-func (in *FibonacciBackoff) MaxDuration(max time.Duration) {
-	in.max = max
-	in.backoff = fibonacci(in.base, in.max)
-}
-
-func (in *FibonacciBackoff) Backoff() retry.Backoff {
-	return in.backoff
-}
-
-func Fibonacci() *FibonacciBackoff {
-	return &FibonacciBackoff{
-		base:    DefaultBaseDuration,
-		max:     DefaultMaxDuration,
-		backoff: fibonacci(DefaultBaseDuration, DefaultMaxDuration),
+func WithBaseDuration(base time.Duration) func(*FibonacciBackoff) {
+	return func(f *FibonacciBackoff) {
+		f.Base = base
 	}
 }
 
-func fibonacci(base, max time.Duration) retry.Backoff {
-	b := retry.NewFibonacci(base)
-	b = retry.WithMaxDuration(max, b)
+func WithMaxDuration(max time.Duration) func(*FibonacciBackoff) {
+	return func(f *FibonacciBackoff) {
+		f.Max = max
+	}
+}
+
+func Fibonacci(opts ...func(f *FibonacciBackoff)) retry.Backoff {
+	const DefaultBaseDuration = 50 * time.Millisecond
+	const DefaultMaxDuration = 1 * time.Second
+
+	fb := &FibonacciBackoff{
+		Base: DefaultBaseDuration,
+		Max:  DefaultMaxDuration,
+	}
+
+	for _, opt := range opts {
+		opt(fb)
+	}
+
+	b := retry.NewFibonacci(fb.Base)
+	b = retry.WithMaxDuration(fb.Max, b)
 	return b
 }
+
+// Do retries the given function using the DefaultBackoff strategy.
+func Do(ctx context.Context, f retry.RetryFunc) error {
+	return DoWithBackoff(ctx, DefaultBackoff, f)
+}
+
+// DoWithBackoff retries the given function using the given backoff strategy.
+func DoWithBackoff(ctx context.Context, b retry.Backoff, f retry.RetryFunc) error {
+	return retry.Do(ctx, b, f)
+}
diff --git a/pkg/session/session_manager.go b/pkg/session/session_manager.go
index 76af2ca..ab8a818 100644
--- a/pkg/session/session_manager.go
+++ b/pkg/session/session_manager.go
@@ -7,15 +7,13 @@ import (
 	"net/http"
 	"time"
 
-	"github.com/sethvargo/go-retry"
-
 	"github.com/nais/wonderwall/pkg/config"
 	"github.com/nais/wonderwall/pkg/crypto"
 	mw "github.com/nais/wonderwall/pkg/middleware"
 	"github.com/nais/wonderwall/pkg/openid"
 	openidclient "github.com/nais/wonderwall/pkg/openid/client"
 	openidconfig "github.com/nais/wonderwall/pkg/openid/config"
-	retrypkg "github.com/nais/wonderwall/pkg/retry"
+	"github.com/nais/wonderwall/pkg/retry"
 )
 
 const (
@@ -86,7 +84,7 @@ func (in *manager) Create(r *http.Request, tokens *openid.Tokens, sessionLifetim
 		return retry.RetryableError(err)
 	}
 
-	if err := retry.Do(r.Context(), retrypkg.DefaultBackoff, retryable); err != nil {
+	if err := retry.Do(r.Context(), retryable); err != nil {
 		return nil, fmt.Errorf("writing to store: %w", err)
 	}
 
@@ -196,7 +194,7 @@ func (in *manager) Refresh(r *http.Request, sess *Session) (*Session, error) {
 
 		return err
 	}
-	if err := retry.Do(ctx, retrypkg.DefaultBackoff, refresh); err != nil {
+	if err := retry.Do(ctx, refresh); err != nil {
 		if errors.Is(err, openidclient.ErrOpenIDClient) {
 			return nil, fmt.Errorf("%w: authorization might be invalid: %+v", ErrInvalidExternal, err)
 		}
@@ -234,7 +232,7 @@ func (in *manager) deleteForKey(ctx context.Context, key string) error {
 		return retry.RetryableError(err)
 	}
 
-	if err := retry.Do(ctx, retrypkg.DefaultBackoff, retryable); err != nil {
+	if err := retry.Do(ctx, retryable); err != nil {
 		return fmt.Errorf("deleting from store: %w", err)
 	}
 
@@ -262,7 +260,7 @@ func (in *manager) update(ctx context.Context, sess *Session) error {
 		return retry.RetryableError(err)
 	}
 
-	if err := retry.Do(ctx, retrypkg.DefaultBackoff, update); err != nil {
+	if err := retry.Do(ctx, update); err != nil {
 		return fmt.Errorf("updating in store: %w", err)
 	}
 
diff --git a/pkg/session/session_reader.go b/pkg/session/session_reader.go
index 0462f7a..1130b94 100644
--- a/pkg/session/session_reader.go
+++ b/pkg/session/session_reader.go
@@ -6,11 +6,9 @@ import (
 	"fmt"
 	"net/http"
 
-	"github.com/sethvargo/go-retry"
-
 	"github.com/nais/wonderwall/pkg/config"
 	"github.com/nais/wonderwall/pkg/crypto"
-	retrypkg "github.com/nais/wonderwall/pkg/retry"
+	"github.com/nais/wonderwall/pkg/retry"
 )
 
 var _ Reader = &reader{}
@@ -60,7 +58,7 @@ func (in *reader) getForTicket(ctx context.Context, ticket *Ticket) (*Session, e
 		return retry.RetryableError(err)
 	}
 
-	if err := retry.Do(ctx, retrypkg.DefaultBackoff, retryable); err != nil {
+	if err := retry.Do(ctx, retryable); err != nil {
 		return nil, fmt.Errorf("reading from store: %w", err)
 	}