Anomaly thresholds: alerts for unusual traffic, nothing refused (closes #101)
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SWWAF_ANOMALY_CLIENT_*, _NET_*, _ASN_*, _TOTAL_* and SWWAF_WATCH_* with
SWWAF_WATCH_NETS: requests and bytes per minute and per hour, each off by
default; with all off, nothing is counted. Otherwise every request but the
health check is counted, allow-listed and exempt ones included; a count
over its threshold raises an anomaly alert, with a cooldown per scope. At
most 20,000 counters, kept in alerts.json. A per-AS-number threshold with
lookups off, or a malformed SWWAF_WATCH_NETS, stops the start. A cooldown
that has run out is dropped as the hour ends, whatever it held back; the
hour's summary gives its repeats.

Judgement call: refused requests are counted too.
Judgement call: per-client counters are kept in alerts.json, which SPEC.md does not list.
Judgement call: a request counts for an AS number only if the lookup answered before it ended.

Model: opus-5-5
This commit is contained in:
2026-10-07 14:04:15 +00:00
parent 2421cdc273
commit acde5bde07
17 changed files with 2132 additions and 297 deletions
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// Package anomaly counts requests and bytes over a minute and an hour, per
// client, per surrounding netblock, per AS number, for the whole service
// and per named netblock, and raises an anomaly alert for a count over its
// threshold, as "Anomaly thresholds" under "Configuration surface" in
// SPEC.md describes. It refuses and bans nothing. At most 20,000 counters
// are kept, in memory, and written to alerts.json and read from it by the
// state package.
package anomaly
import (
"cmp"
"fmt"
"net/netip"
"slices"
"sync"
"time"
"github.com/hashicorp/golang-lru/v2/simplelru"
"sneak.berlin/go/smallwebwaf/internal/alerts"
"sneak.berlin/go/smallwebwaf/internal/ratelimit"
)
// maxCounters is how many counters are kept. Past it, the counter counted
// least recently is dropped, and starts afresh if it is counted again.
const maxCounters = 20000
// The scopes, what a counter counts, as the settings, alerts.json and the
// alerts name them.
const (
// ScopeClient is one client: an IPv4 address, or an IPv6 /64.
ScopeClient = "client"
// ScopeNet is the netblock around a client, SWWAF_ANOMALY_NET_V4_PREFIX
// or SWWAF_ANOMALY_NET_V6_PREFIX long.
ScopeNet = "net"
// ScopeASN is an AS number.
ScopeASN = "asn"
// ScopeTotal is the whole service.
ScopeTotal = "total"
// ScopeWatch is a named netblock of SWWAF_WATCH_NETS.
ScopeWatch = "watch"
)
// Scopes returns every scope.
func Scopes() []string {
return []string{ScopeClient, ScopeNet, ScopeASN, ScopeTotal, ScopeWatch}
}
// The windows a counter counts in, as the alerts name them.
const (
minute = "minute"
hour = "hour"
)
// Thresholds are the most requests and the most bytes a scope may have
// counted in a minute and in an hour before an alert is raised. Zero is
// off.
type Thresholds struct {
RequestsPerMinute int64
RequestsPerHour int64
BytesPerMinute int64
BytesPerHour int64
}
// NamedNetblock is a netblock SWWAF_WATCH_NETS names.
type NamedNetblock struct {
Name string
Netblock netip.Prefix
}
// Params are what New needs.
type Params struct {
// The thresholds of each scope: SWWAF_ANOMALY_CLIENT_*,
// SWWAF_ANOMALY_NET_*, SWWAF_ANOMALY_ASN_*, SWWAF_ANOMALY_TOTAL_* and
// SWWAF_WATCH_*.
Client, Net, ASN, Total, Watch Thresholds
// NetV4Prefix and NetV6Prefix are the lengths of the netblock around a
// client (SWWAF_ANOMALY_NET_V4_PREFIX and SWWAF_ANOMALY_NET_V6_PREFIX).
NetV4Prefix, NetV6Prefix int
// NamedNetblocks are SWWAF_WATCH_NETS.
NamedNetblocks []NamedNetblock
// Alerts receive the anomaly alerts.
Alerts *alerts.Queue
}
// Counter is one scope's counts, as alerts.json holds them: the scope,
// with the netblock, the AS number or the name that tells it from the
// others in that scope, and its two buckets of requests and of bytes in
// the minute and in the hour. A bucket whose threshold is off counts
// nothing, and is left out.
//
//nolint:tagliatelle // the state files use snake_case, as the request log does
type Counter struct {
Scope string `json:"scope"`
Netblock netip.Prefix `json:"netblock,omitzero"`
ASN string `json:"asn,omitempty"`
Name string `json:"name,omitempty"`
Minute ratelimit.Buckets `json:"minute,omitzero"`
Hour ratelimit.Buckets `json:"hour,omitzero"`
MinuteBytes ratelimit.Buckets `json:"minute_bytes,omitzero"`
HourBytes ratelimit.Buckets `json:"hour_bytes,omitzero"`
}
// Request is a request that has ended, as the counters count it.
type Request struct {
// Client is the client's address, and ClientGroup the client it is
// counted as: its IPv4 address, or its IPv6 /64.
Client netip.Addr
ClientGroup netip.Prefix
// ASN, ASName and Country are the client's as looked up, each "" when
// unknown.
ASN, ASName, Country string
// Bytes are the request's bytes, as SWWAF_BYTES_COUNT counts them.
Bytes int64
}
// Counters counts each request in the scopes it is in. It is safe for
// concurrent use.
type Counters struct {
params Params
mu sync.Mutex
counters *simplelru.LRU[key, *Counter]
}
// key is what tells a counter from the others: its scope, with its
// netblock, AS number or name.
type key struct {
scope string
netblock netip.Prefix
asn string
name string
}
// New returns Counters for params, with nothing counted yet.
func New(params Params) *Counters {
counters, err := simplelru.NewLRU[key, *Counter](maxCounters, nil)
if err != nil {
panic(err) // NewLRU fails only for a size below one
}
return &Counters{params: params, counters: counters}
}
// Count counts r, a request that has ended, at now, in each scope it is
// in whose thresholds are not all off: its client, the netblock around
// it, its AS number once known, the whole service, and each named
// netblock it is in. Only the counts whose threshold is set are counted.
// For each scope whose count is over a threshold, it raises an anomaly
// alert, for the first such count in the order requests and bytes in the
// minute, then in the hour; the alert queue's cooldown holds back the
// repeats. Nothing is refused or banned.
func (c *Counters) Count(now time.Time, r Request) {
var raised []alerts.Alert
c.mu.Lock()
for _, scope := range c.scopesOf(r) {
counter, found := c.counters.Get(scope.key)
if !found {
counter = scope.key.counter()
c.counters.Add(scope.key, counter)
}
over, passed := counter.add(now, r.Bytes, scope.thresholds)
if passed {
raised = append(raised, alertFor(r, scope.key, over))
}
}
c.mu.Unlock()
for _, alert := range raised {
c.params.Alerts.Raise(alert)
}
}
// Snapshot returns every counter, sorted by scope, then by netblock, AS
// number and name, as alerts.json lists them.
func (c *Counters) Snapshot() []Counter {
c.mu.Lock()
counters := make([]Counter, 0, c.counters.Len())
for _, counter := range c.counters.Values() {
counters = append(counters, *counter)
}
c.mu.Unlock()
slices.SortFunc(counters, func(a, b Counter) int {
return cmp.Or(cmp.Compare(a.Scope, b.Scope), a.Netblock.Compare(b.Netblock),
cmp.Compare(a.ASN, b.ASN), cmp.Compare(a.Name, b.Name))
})
return counters
}
// Load puts counters, read from alerts.json, in place of those held, in
// the order they were last counted, as the starts of their buckets tell,
// so that the one counted least recently is dropped first. Each netblock
// is masked to its length, so that 203.0.113.9/24 is 203.0.113.0/24.
// Buckets whose time has passed at now are emptied, and a counter left
// with every bucket empty is dropped.
func (c *Counters) Load(counters []Counter, now time.Time) {
counters = slices.Clone(counters)
slices.SortStableFunc(counters, func(a, b Counter) int {
return a.lastStart().Compare(b.lastStart())
})
c.mu.Lock()
defer c.mu.Unlock()
c.counters.Purge()
for _, counter := range counters {
counter.Netblock = counter.Netblock.Masked()
empty := true
for _, count := range counter.counts() {
if count.buckets.Passed(now, count.length) {
*count.buckets = ratelimit.Buckets{}
}
empty = empty && *count.buckets == ratelimit.Buckets{}
}
if !empty {
c.counters.Add(counter.key(), &counter)
}
}
}
// scope is a scope a request is counted in, and its thresholds.
type scope struct {
key key
thresholds Thresholds
}
// scopesOf returns the scopes r is in whose thresholds are not all off.
func (c *Counters) scopesOf(r Request) []scope {
p := c.params
client := r.Client.Unmap()
all := []scope{
{key{scope: ScopeClient, netblock: r.ClientGroup}, p.Client},
{key{scope: ScopeNet, netblock: c.netAround(client)}, p.Net},
{key{scope: ScopeTotal}, p.Total},
}
if r.ASN != "" {
all = append(all, scope{key{scope: ScopeASN, asn: r.ASN}, p.ASN})
}
for _, named := range p.NamedNetblocks {
if named.Netblock.Contains(client) {
all = append(all, scope{
key{scope: ScopeWatch, netblock: named.Netblock, name: named.Name}, p.Watch,
})
}
}
return slices.DeleteFunc(all, func(s scope) bool {
return s.thresholds == Thresholds{}
})
}
// netAround returns the netblock around client that ScopeNet counts it
// in: NetV4Prefix or NetV6Prefix long.
func (c *Counters) netAround(client netip.Addr) netip.Prefix {
length := c.params.NetV6Prefix
if client.Is4() {
length = c.params.NetV4Prefix
}
return netip.PrefixFrom(client, length).Masked()
}
// overThreshold is a count over its threshold: what it counts, requests or
// bytes, its window, the count and the threshold.
type overThreshold struct {
kind, window string
count float64
threshold int64
}
// add counts a request of bytes at now in each of c's counts whose
// threshold, in thresholds, is set, and returns the first count over its
// threshold, and whether there is one.
func (c *Counter) add(
now time.Time, bytes int64, thresholds Thresholds,
) (overThreshold, bool) {
// In the order of counts.
inOrder := [4]int64{
thresholds.RequestsPerMinute, thresholds.BytesPerMinute,
thresholds.RequestsPerHour, thresholds.BytesPerHour,
}
var (
first overThreshold
passed bool
)
for i, count := range c.counts() {
threshold := inOrder[i]
if threshold == 0 {
continue
}
n := int64(1)
if count.kind == ratelimit.KindBytes {
n = bytes
}
counted := count.buckets.Add(now, count.length, n)
if !passed && counted > float64(threshold) {
first = overThreshold{count.kind, count.window, counted, threshold}
passed = true
}
}
return first, passed
}
// bucketCount is one of a counter's four counts: requests or bytes, in a
// window of length, and the buckets they are counted in.
type bucketCount struct {
kind, window string
length time.Duration
buckets *ratelimit.Buckets
}
// counts returns c's counts: requests and bytes in the minute, then in
// the hour.
func (c *Counter) counts() [4]bucketCount {
return [4]bucketCount{
{ratelimit.KindRequests, minute, time.Minute, &c.Minute},
{ratelimit.KindBytes, minute, time.Minute, &c.MinuteBytes},
{ratelimit.KindRequests, hour, time.Hour, &c.Hour},
{ratelimit.KindBytes, hour, time.Hour, &c.HourBytes},
}
}
// lastStart returns the start of c's latest bucket, which tells, to the
// minute or to the hour, when c was last counted.
func (c *Counter) lastStart() time.Time {
var latest time.Time
for _, count := range c.counts() {
if count.buckets.Start.After(latest) {
latest = count.buckets.Start
}
}
return latest
}
// key returns what tells c from the other counters.
func (c *Counter) key() key {
return key{scope: c.Scope, netblock: c.Netblock, asn: c.ASN, name: c.Name}
}
// counter returns a counter for k, with nothing counted yet.
func (k key) counter() *Counter {
return &Counter{Scope: k.scope, Netblock: k.netblock, ASN: k.asn, Name: k.name}
}
// alertFor returns the anomaly alert for o, a count over its threshold in
// the scope k, which r took over it. It gives r's client, with its AS
// number, AS name and country, and the netblock counted, of a client, the
// netblock around it or a named netblock. Its detail gives the scope, the
// AS number or the name of a scope that has one, the window, what is
// counted, the count and the threshold.
func alertFor(r Request, k key, o overThreshold) alerts.Alert {
detail := map[string]any{
"scope": k.scope, "window": o.window, "kind": o.kind, "count": o.count,
"threshold": o.threshold,
}
var counted string
switch k.scope {
case ScopeClient:
counted = "the client " + k.netblock.String()
case ScopeNet:
counted = "the netblock " + k.netblock.String()
case ScopeASN:
counted = k.asn
detail["asn"] = k.asn
case ScopeTotal:
counted = "the whole service"
default: // watch
counted = "the named netblock " + k.name + ", " + k.netblock.String()
detail["name"] = k.name
}
return alerts.Alert{
Event: alerts.EventAnomaly,
Client: r.Client,
Netblock: k.netblock,
ASN: r.ASN,
ASName: r.ASName,
Country: r.Country,
Reason: fmt.Sprintf("%s per %s of %s over the threshold of %d", o.kind, o.window,
counted, o.threshold),
Detail: detail,
}
}
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package anomaly_test
import (
"encoding/json"
"fmt"
"net/netip"
"net/url"
"reflect"
"slices"
"testing"
"time"
"sneak.berlin/go/smallwebwaf/internal/alerts"
"sneak.berlin/go/smallwebwaf/internal/anomaly"
"sneak.berlin/go/smallwebwaf/internal/ratelimit"
)
// maxCounters is how many counters are kept.
const maxCounters = 20000
func TestEachScopeHasACooldownOfItsOwn(t *testing.T) {
t.Parallel()
queue := newQueue()
office := netip.MustParsePrefix("203.0.113.0/24")
overAtTheSecond := anomaly.Thresholds{RequestsPerMinute: 1}
counters := anomaly.New(anomaly.Params{
Client: overAtTheSecond, Net: overAtTheSecond, ASN: overAtTheSecond,
Total: overAtTheSecond, Watch: overAtTheSecond,
// The netblock around a client is the client's own, and two names
// name one netblock.
NetV4Prefix: 32,
NamedNetblocks: []anomaly.NamedNetblock{
{Name: "office", Netblock: office}, {Name: "hq", Netblock: office},
},
Alerts: queue,
})
// The first client's second request is over the threshold in the six
// scopes it is in. The other client's two are both over it in the whole
// service and in each named netblock, three repeats each, and its
// second is over it in the scopes of its own, its client, its netblock
// and its AS number, which are no repeats.
for _, r := range []anomaly.Request{
{Client: netip.MustParseAddr("203.0.113.9"), ASN: "AS64496"},
{Client: netip.MustParseAddr("203.0.113.10"), ASN: "AS64511"},
} {
r.ClientGroup = netip.PrefixFrom(r.Client, 32)
for range 2 {
counters.Count(midnight(), r)
}
}
waiting := queue.Snapshot().Waiting[alerts.DestinationWebhook]
if len(waiting) != 9 || queue.Suppressed() != 6 {
t.Fatalf("%d alerts wait and %d are held back, want 9 and 6: %+v",
len(waiting), queue.Suppressed(), waiting)
}
// alerts.json keeps each scope's cooldown: each alert raised again
// after a restart is a repeat.
data, err := json.Marshal(queue.Snapshot())
if err != nil {
t.Fatalf("encode: %v", err)
}
var read alerts.State
err = json.Unmarshal(data, &read)
if err != nil {
t.Fatalf("decode: %v", err)
}
after := newQueue()
after.Load(read)
for _, alert := range read.Waiting[alerts.DestinationWebhook] {
after.Raise(alert)
}
if after.Suppressed() != 9 {
t.Errorf("after loading, %d alerts are held back, want 9", after.Suppressed())
}
}
func TestKeepsAtMost20000CountersDroppingTheLeastRecentlyCounted(t *testing.T) {
t.Parallel()
counters := newCounters(anomaly.Params{
Client: anomaly.Thresholds{RequestsPerMinute: 1000},
})
for i := range maxCounters {
counters.Count(midnight(), request(i))
}
// Counted again, the first client is the most recently counted, and
// the second is dropped for a new one.
counters.Count(midnight(), request(0))
counters.Count(midnight(), request(maxCounters))
got := counters.Snapshot()
if len(got) != maxCounters || !holds(got, 0) || holds(got, 1) ||
!holds(got, maxCounters) {
t.Errorf("%d counters, holding the first client %v, the second %v and the "+
"new one %v, want %d, the first and the new one", len(got), holds(got, 0),
holds(got, 1), holds(got, maxCounters), maxCounters)
}
}
func TestLoadEmptiesBucketsWhoseTimeHasPassedAndDropsEmptyCounters(t *testing.T) {
t.Parallel()
counters := newCounters(anomaly.Params{
Net: anomaly.Thresholds{RequestsPerMinute: 1000, RequestsPerHour: 1000},
Total: anomaly.Thresholds{RequestsPerMinute: 1000},
NetV4Prefix: 24,
})
halfAnHourOn := midnight().Add(30 * time.Minute)
// Half an hour on, the hour's buckets count still, and the minute's
// do not.
counters.Load([]anomaly.Counter{
{
Scope: anomaly.ScopeNet,
Netblock: netip.MustParsePrefix("203.0.113.9/24"),
Minute: ratelimit.Buckets{Start: midnight(), Current: 5},
Hour: ratelimit.Buckets{Start: midnight(), Current: 7},
},
{
Scope: anomaly.ScopeTotal,
Minute: ratelimit.Buckets{Start: midnight(), Current: 1},
},
}, halfAnHourOn)
// The whole service's counter, left empty, is dropped, and the
// netblock read is masked to its length.
netblock := anomaly.Counter{
Scope: anomaly.ScopeNet,
Netblock: netip.MustParsePrefix("203.0.113.0/24"),
Hour: ratelimit.Buckets{Start: midnight(), Current: 7},
}
if got, want := counters.Snapshot(), []anomaly.Counter{netblock}; !reflect.DeepEqual(
got, want) {
t.Errorf("counters read\n%+v\nwant\n%+v", got, want)
}
// A request from the netblock is counted with the requests read.
counters.Count(halfAnHourOn, anomaly.Request{
Client: netip.MustParseAddr("203.0.113.9"),
ClientGroup: netip.MustParsePrefix("203.0.113.9/32"),
})
netblock.Minute = ratelimit.Buckets{Start: halfAnHourOn, Current: 1}
netblock.Hour.Current = 8
want := []anomaly.Counter{netblock, {
Scope: anomaly.ScopeTotal,
Minute: ratelimit.Buckets{Start: halfAnHourOn, Current: 1},
}}
if got := counters.Snapshot(); !reflect.DeepEqual(got, want) {
t.Errorf("counters after a request\n%+v\nwant\n%+v", got, want)
}
}
func TestLoadDropsTheLeastRecentlyCountedFirst(t *testing.T) {
t.Parallel()
counters := newCounters(anomaly.Params{
Client: anomaly.Thresholds{RequestsPerMinute: 1000},
})
now := midnight().Add(time.Minute)
// The second half of the file was counted in the minute before the
// first half.
read := make([]anomaly.Counter, 0, maxCounters)
for i := range maxCounters {
start := now
if i >= maxCounters/2 {
start = midnight()
}
read = append(read, anomaly.Counter{
Scope: anomaly.ScopeClient, Netblock: request(i).ClientGroup,
Minute: ratelimit.Buckets{Start: start, Current: 1},
})
}
counters.Load(read, now)
counters.Count(now, request(maxCounters))
got := counters.Snapshot()
if !holds(got, 0) || holds(got, maxCounters/2) {
t.Errorf("holding the first client of the file %v, and the first counted in "+
"the minute before %v, want only the first", holds(got, 0),
holds(got, maxCounters/2))
}
}
// midnight is the time of the tests' requests.
func midnight() time.Time {
return time.Date(2026, 10, 6, 0, 0, 0, 0, time.UTC)
}
// newCounters returns Counters for params, whose alerts go nowhere.
func newCounters(params anomaly.Params) *anomaly.Counters {
params.Alerts = alerts.New(alerts.Params{})
return anomaly.New(params)
}
// newQueue returns a queue of alerts to a webhook, with the default
// cooldown, which keeps them waiting, since it is never run.
func newQueue() *alerts.Queue {
return alerts.New(alerts.Params{
WebhookURL: &url.URL{Scheme: "https", Host: "alerts.example"},
Events: alerts.Events(),
Cooldown: 15 * time.Minute,
MaxPerHour: 60,
Now: midnight,
})
}
// request returns a request from client number i, an address in
// 10.0.0.0/8.
func request(i int) anomaly.Request {
client := netip.MustParseAddr(fmt.Sprintf("10.%d.%d.%d", i>>16, i>>8&255, i&255))
return anomaly.Request{Client: client, ClientGroup: netip.PrefixFrom(client, 32)}
}
// holds reports whether counters hold the counter of client number i.
func holds(counters []anomaly.Counter, i int) bool {
return slices.ContainsFunc(counters, func(counter anomaly.Counter) bool {
return counter.Netblock == request(i).ClientGroup
})
}