diff --git a/internal/experiment/webconnectivity/analysiscore.go b/internal/experiment/webconnectivity/analysiscore.go
index 5327dfe..ebcf69c 100644
--- a/internal/experiment/webconnectivity/analysiscore.go
+++ b/internal/experiment/webconnectivity/analysiscore.go
@@ -109,7 +109,7 @@ func (tk *TestKeys) analysisToplevel(logger model.Logger) {
 		tk.Blocking = "dns"
 		tk.Accessible = false
 		logger.Warnf(
-			"ANOMALY: flags=%d accessible=%+v, blocking=%+v",
+			"ANOMALY: flags=%d, accessible=%+v, blocking=%+v",
 			tk.BlockingFlags, tk.Accessible, tk.Blocking,
 		)
 
@@ -117,14 +117,14 @@ func (tk *TestKeys) analysisToplevel(logger model.Logger) {
 		tk.Blocking = "tcp_ip"
 		tk.Accessible = false
 		logger.Warnf(
-			"ANOMALY: flags=%d accessible=%+v, blocking=%+v",
+			"ANOMALY: flags=%d, accessible=%+v, blocking=%+v",
 			tk.BlockingFlags, tk.Accessible, tk.Blocking,
 		)
 
 	case (tk.BlockingFlags & (analysisFlagTLSBlocking | analysisFlagHTTPBlocking)) != 0:
 		tk.Blocking = "http-failure"
 		tk.Accessible = false
-		logger.Warnf("ANOMALY: flags=%d accessible=%+v, blocking=%+v",
+		logger.Warnf("ANOMALY: flags=%d, accessible=%+v, blocking=%+v",
 			tk.BlockingFlags, tk.Accessible, tk.Blocking,
 		)
 
@@ -132,7 +132,7 @@ func (tk *TestKeys) analysisToplevel(logger model.Logger) {
 		tk.Blocking = "http-diff"
 		tk.Accessible = false
 		logger.Warnf(
-			"ANOMALY: flags=%d accessible=%+v, blocking=%+v",
+			"ANOMALY: flags=%d, accessible=%+v, blocking=%+v",
 			tk.BlockingFlags, tk.Accessible, tk.Blocking,
 		)
 
@@ -140,7 +140,7 @@ func (tk *TestKeys) analysisToplevel(logger model.Logger) {
 		tk.Blocking = false
 		tk.Accessible = true
 		logger.Infof(
-			"ACCESSIBLE: flags=%d accessible=%+v, blocking=%+v",
+			"ACCESSIBLE: flags=%d, accessible=%+v, blocking=%+v",
 			tk.BlockingFlags, tk.Accessible, tk.Blocking,
 		)
 
diff --git a/internal/experiment/webconnectivity/analysisdns.go b/internal/experiment/webconnectivity/analysisdns.go
index 627cbbc..e32bfc2 100644
--- a/internal/experiment/webconnectivity/analysisdns.go
+++ b/internal/experiment/webconnectivity/analysisdns.go
@@ -58,6 +58,7 @@ const (
 func (tk *TestKeys) analysisDNSToplevel(logger model.Logger) {
 	tk.analysisDNSExperimentFailure()
 	tk.analysisDNSBogon(logger)
+	tk.analysisDNSDuplicateResponses(logger)
 	tk.analysisDNSUnexpectedFailure(logger)
 	tk.analysisDNSUnexpectedAddrs(logger)
 	if tk.DNSFlags != 0 {
@@ -70,6 +71,15 @@ func (tk *TestKeys) analysisDNSToplevel(logger model.Logger) {
 	}
 }
 
+// analysisDNSDuplicateResponses checks whether we received duplicate
+// replies for DNS-over-UDP queries, which is very unexpected.
+func (tk *TestKeys) analysisDNSDuplicateResponses(logger model.Logger) {
+	if length := len(tk.DNSDuplicateResponses); length > 0 {
+		// TODO(bassosimone): write algorithm to analyze this
+		logger.Warnf("DNS: got %d unexpected late/duplicate DNS responses", length)
+	}
+}
+
 // analysisDNSExperimentFailure sets the legacy DNSExperimentFailure field.
 func (tk *TestKeys) analysisDNSExperimentFailure() {
 	for _, query := range tk.Queries {
@@ -106,13 +116,23 @@ func (tk *TestKeys) analysisDNSBogon(logger model.Logger) {
 			switch answer.AnswerType {
 			case "A":
 				if net.ParseIP(answer.IPv4) != nil && netxlite.IsBogon(answer.IPv4) {
-					logger.Warnf("DNS: BOGON %s in #%d", answer.IPv4, query.TransactionID)
+					logger.Warnf(
+						"DNS: got BOGON answer %s for domain %s (see #%d)",
+						answer.IPv4,
+						query.Hostname,
+						query.TransactionID,
+					)
 					tk.DNSFlags |= AnalysisDNSBogon
 					// continue processing so we print all the bogons we have
 				}
 			case "AAAA":
 				if net.ParseIP(answer.IPv6) != nil && netxlite.IsBogon(answer.IPv6) {
-					logger.Warnf("DNS: BOGON %s in #%d", answer.IPv6, query.TransactionID)
+					logger.Warnf(
+						"DNS: got BOGON answer %s for domain %s (see #%d)",
+						answer.IPv6,
+						query.Hostname,
+						query.TransactionID,
+					)
 					tk.DNSFlags |= AnalysisDNSBogon
 					// continue processing so we print all the bogons we have
 				}
@@ -255,7 +275,7 @@ func (tk *TestKeys) analysisDNSUnexpectedAddrs(logger model.Logger) {
 	// if the probe has not collected any addr for the same domain, it's
 	// definitely suspicious and counts as a difference
 	if len(probeAddrs) <= 0 {
-		logger.Warnf("DNS: no IP address resolved by the probe")
+		logger.Warnf("DNS: the probe did not resolve any IP address")
 		tk.DNSFlags |= AnalysisDNSUnexpectedAddrs
 		return
 	}
@@ -266,6 +286,9 @@ func (tk *TestKeys) analysisDNSUnexpectedAddrs(logger model.Logger) {
 	if len(differentAddrs) <= 0 {
 		return
 	}
+	for _, addr := range differentAddrs {
+		logger.Infof("DNS: address %s: not resolved by TH", addr)
+	}
 
 	// now, let's exclude the differentAddrs for which we successfully
 	// completed a TLS handshake: those should be good addrs
@@ -273,19 +296,24 @@ func (tk *TestKeys) analysisDNSUnexpectedAddrs(logger model.Logger) {
 	if len(withoutHandshake) <= 0 {
 		return
 	}
+	for _, addr := range withoutHandshake {
+		logger.Infof("DNS: address %s: cannot confirm using TLS handshake", addr)
+	}
 
 	// as a last resort, accept the addresses without an handshake whose
 	// ASN overlaps with ASNs resolved by the TH
-	differentASNs := tk.analysisDNSDiffASN(withoutHandshake, thAddrs)
+	differentASNs := tk.analysisDNSDiffASN(logger, withoutHandshake, thAddrs)
 	if len(differentASNs) <= 0 {
 		return
 	}
 
 	// otherwise, conclude we have unexpected probe addrs
-	logger.Warnf(
-		"DNSDiff: differentAddrs: %+v; withoutHandshake: %+v; differentASNs: %+v",
-		differentAddrs, withoutHandshake, differentASNs,
-	)
+	for addr, asn := range differentASNs {
+		logger.Warnf(
+			"DNS: address %s has unexpected AS%d and we cannot use TLS to confirm it",
+			addr, asn,
+		)
+	}
 	tk.DNSFlags |= AnalysisDNSUnexpectedAddrs
 }
 
@@ -298,6 +326,10 @@ func (tk *TestKeys) analysisDNSDiffAddrs(probeAddrs, thAddrs []string) (diff []s
 	)
 	mapping := make(map[string]int)
 	for _, addr := range probeAddrs {
+		if net.ParseIP(addr) != nil && netxlite.IsBogon(addr) {
+			// we can exclude bogons from the analysis because we already analyzed them
+			continue
+		}
 		mapping[addr] |= inProbe
 	}
 	for _, addr := range thAddrs {
@@ -313,23 +345,44 @@ func (tk *TestKeys) analysisDNSDiffAddrs(probeAddrs, thAddrs []string) (diff []s
 
 // analysisDNSDiffASN returns whether there are IP addresses in the probe's
 // list with different ASNs from the ones in the TH's list.
-func (tk *TestKeys) analysisDNSDiffASN(probeAddrs, thAddrs []string) (asns []uint) {
+func (tk *TestKeys) analysisDNSDiffASN(
+	logger model.Logger,
+	probeAddrs,
+	thAddrs []string,
+) (result map[string]uint) {
 	const (
 		inProbe = 1 << iota
 		inTH
 	)
-	mapping := make(map[uint]int)
+	logger.Debugf("DNS: probeAddrs %+v, thAddrs %+v", probeAddrs, thAddrs)
+	uniqueAddrs := make(map[string]uint)
+	asnToFlags := make(map[uint]int)
 	for _, addr := range probeAddrs {
 		asn, _, _ := geoipx.LookupASN(addr)
-		mapping[asn] |= inProbe // including the zero ASN that means unknown
+		asnToFlags[asn] |= inProbe // including the zero ASN that means unknown
+		uniqueAddrs[addr] = asn
 	}
 	for _, addr := range thAddrs {
 		asn, _, _ := geoipx.LookupASN(addr)
-		mapping[asn] |= inTH // including the zero ASN that means unknown
+		asnToFlags[asn] |= inTH // including the zero ASN that means unknown
+		uniqueAddrs[addr] = asn
 	}
-	for asn, where := range mapping {
+	for addr, asn := range uniqueAddrs {
+		logger.Infof("DNS: addr %s has AS%d", addr, asn)
+	}
+	probeOnlyASNs := make(map[uint]bool)
+	for asn, where := range asnToFlags {
 		if (where & inTH) == 0 {
-			asns = append(asns, asn)
+			probeOnlyASNs[asn] = true
+		}
+	}
+	for asn := range probeOnlyASNs {
+		logger.Infof("DNS: AS%d: only seen by probe", asn)
+	}
+	result = make(map[string]uint)
+	for addr, asn := range uniqueAddrs {
+		if probeOnlyASNs[asn] {
+			result[addr] = asn
 		}
 	}
 	return
diff --git a/internal/experiment/webconnectivity/analysishttpcore.go b/internal/experiment/webconnectivity/analysishttpcore.go
index 91ea2ff..5bebfda 100644
--- a/internal/experiment/webconnectivity/analysishttpcore.go
+++ b/internal/experiment/webconnectivity/analysishttpcore.go
@@ -53,10 +53,10 @@ func (tk *TestKeys) analysisHTTPToplevel(logger model.Logger) {
 			netxlite.FailureEOFError:
 			tk.BlockingFlags |= analysisFlagHTTPBlocking
 			logger.Warnf(
-				"HTTP: endpoint %s is blocked (see #%d): %s",
+				"HTTP: unexpected failure %s for %s (see #%d)",
+				*failure,
 				finalRequest.Address,
 				finalRequest.TransactionID,
-				*failure,
 			)
 		default:
 			// leave this case for ooni/pipeline
diff --git a/internal/experiment/webconnectivity/analysishttpdiff.go b/internal/experiment/webconnectivity/analysishttpdiff.go
index f65b388..b8f4258 100644
--- a/internal/experiment/webconnectivity/analysishttpdiff.go
+++ b/internal/experiment/webconnectivity/analysishttpdiff.go
@@ -53,6 +53,7 @@ func (tk *TestKeys) analysisHTTPDiff(logger model.Logger,
 			tk.BlockingFlags |= analysisFlagSuccess
 			return
 		}
+		logger.Infof("HTTP: body length: MISMATCH (see #%d)", probe.TransactionID)
 		if tk.HeadersMatch != nil && *tk.HeadersMatch {
 			logger.Infof(
 				"HTTP: statusCodeMatch && headersMatch => #%d is successful",
@@ -61,6 +62,7 @@ func (tk *TestKeys) analysisHTTPDiff(logger model.Logger,
 			tk.BlockingFlags |= analysisFlagSuccess
 			return
 		}
+		logger.Infof("HTTP: uncommon headers: MISMATCH (see #%d)", probe.TransactionID)
 		if tk.TitleMatch != nil && *tk.TitleMatch {
 			logger.Infof(
 				"HTTP: statusCodeMatch && titleMatch => #%d is successful",
@@ -69,6 +71,9 @@ func (tk *TestKeys) analysisHTTPDiff(logger model.Logger,
 			tk.BlockingFlags |= analysisFlagSuccess
 			return
 		}
+		logger.Infof("HTTP: title: MISMATCH (see #%d)", probe.TransactionID)
+	} else {
+		logger.Infof("HTTP: status code: MISMATCH (see #%d)", probe.TransactionID)
 	}
 
 	tk.BlockingFlags |= analysisFlagHTTPDiff
diff --git a/internal/experiment/webconnectivity/analysistcpip.go b/internal/experiment/webconnectivity/analysistcpip.go
index 4a901df..7181176 100644
--- a/internal/experiment/webconnectivity/analysistcpip.go
+++ b/internal/experiment/webconnectivity/analysistcpip.go
@@ -71,10 +71,10 @@ func (tk *TestKeys) analysisTCPIPToplevel(logger model.Logger) {
 			continue
 		}
 		logger.Warnf(
-			"TCP/IP: endpoint %s is blocked (see #%d): %s",
+			"TCP/IP: unexpected failure %s for %s (see #%d)",
+			*failure,
 			epnt,
 			entry.TransactionID,
-			*failure,
 		)
 		entry.Status.Blocked = &istrue
 		tk.BlockingFlags |= analysisFlagTCPIPBlocking
diff --git a/internal/experiment/webconnectivity/analysistls.go b/internal/experiment/webconnectivity/analysistls.go
index 6e3c5a9..9a74e85 100644
--- a/internal/experiment/webconnectivity/analysistls.go
+++ b/internal/experiment/webconnectivity/analysistls.go
@@ -40,10 +40,10 @@ func (tk *TestKeys) analysisTLSToplevel(logger model.Logger) {
 			continue
 		}
 		logger.Warnf(
-			"TLS: endpoint %s is blocked (see #%d): %s",
+			"TLS: unexpected failure %s for %s (see #%d)",
+			*failure,
 			epnt,
 			entry.TransactionID,
-			*failure,
 		)
 		tk.BlockingFlags |= analysisFlagTLSBlocking
 	}
diff --git a/internal/experiment/webconnectivity/dnsresolvers.go b/internal/experiment/webconnectivity/dnsresolvers.go
index 89465f1..f82cbae 100644
--- a/internal/experiment/webconnectivity/dnsresolvers.go
+++ b/internal/experiment/webconnectivity/dnsresolvers.go
@@ -268,9 +268,6 @@ func (t *DNSResolvers) waitForLateReplies(parentCtx context.Context, trace *meas
 	defer t.WaitGroup.Done()
 	const lateTimeout = 500 * time.Millisecond
 	events := trace.DelayedDNSResponseWithTimeout(parentCtx, lateTimeout)
-	if length := len(events); length > 0 {
-		t.Logger.Warnf("got %d late DNS replies", length)
-	}
 	t.TestKeys.AppendDNSLateReplies(events...)
 }
 
diff --git a/internal/experiment/webconnectivity/measurer.go b/internal/experiment/webconnectivity/measurer.go
index a9a4ca0..3d433e2 100644
--- a/internal/experiment/webconnectivity/measurer.go
+++ b/internal/experiment/webconnectivity/measurer.go
@@ -36,7 +36,7 @@ func (m *Measurer) ExperimentName() string {
 
 // ExperimentVersion implements model.ExperimentMeasurer.
 func (m *Measurer) ExperimentVersion() string {
-	return "0.5.16"
+	return "0.5.17"
 }
 
 // Run implements model.ExperimentMeasurer.
diff --git a/internal/experiment/webconnectivity/testkeys.go b/internal/experiment/webconnectivity/testkeys.go
index 839f625..37dbc94 100644
--- a/internal/experiment/webconnectivity/testkeys.go
+++ b/internal/experiment/webconnectivity/testkeys.go
@@ -43,9 +43,9 @@ type TestKeys struct {
 	// Do53 contains ancillary observations collected by Do53 resolvers.
 	Do53 *TestKeysDo53 `json:"x_do53"`
 
-	// DNSLateReplies contains late replies we didn't expect to receive from
+	// DNSDuplicateResponses contains late/duplicate responses we didn't expect to receive from
 	// a resolver (which may raise eyebrows if they're different).
-	DNSLateReplies []*model.ArchivalDNSLookupResult `json:"x_dns_late_replies"`
+	DNSDuplicateResponses []*model.ArchivalDNSLookupResult `json:"x_dns_duplicate_responses"`
 
 	// Queries contains DNS queries.
 	Queries []*model.ArchivalDNSLookupResult `json:"queries"`
@@ -202,7 +202,7 @@ func (tk *TestKeys) AppendNetworkEvents(v ...*model.ArchivalNetworkEvent) {
 // AppendDNSLateReplies appends to DNSLateReplies.
 func (tk *TestKeys) AppendDNSLateReplies(v ...*model.ArchivalDNSLookupResult) {
 	tk.mu.Lock()
-	tk.DNSLateReplies = append(tk.DNSLateReplies, v...)
+	tk.DNSDuplicateResponses = append(tk.DNSDuplicateResponses, v...)
 	tk.mu.Unlock()
 }
 
@@ -325,7 +325,7 @@ func NewTestKeys() *TestKeys {
 			NetworkEvents: []*model.ArchivalNetworkEvent{},
 			Queries:       []*model.ArchivalDNSLookupResult{},
 		},
-		DNSLateReplies:        []*model.ArchivalDNSLookupResult{},
+		DNSDuplicateResponses: []*model.ArchivalDNSLookupResult{},
 		Queries:               []*model.ArchivalDNSLookupResult{},
 		Requests:              []*model.ArchivalHTTPRequestResult{},
 		TCPConnect:            []*model.ArchivalTCPConnectResult{},