2025-12-08_planning_de-ae-ai_b03c3e2e

Meeting Title: Planning: DE-AE-AI Date: 2025-12-08 Meeting participants: Awaish Kumar, Mustafa Raja, Samuel Roberts, Uttam Kumaran, Rico Rejoso, Demilade Agboola, Gabriel Lam, Surf’s iPhone, Ashwini Sharma, Clarence Stone

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WEBVTT

1 00:01:30.160 ⇒ 00:01:30.930 Mustafa Raja: A.

2 00:01:32.210 ⇒ 00:01:33.200 Awaish Kumar: Hello.

3 00:01:33.460 ⇒ 00:01:34.340 Samuel Roberts: Hello.

4 00:01:35.310 ⇒ 00:01:36.399 Mustafa Raja: How’s it going?

5 00:01:37.310 ⇒ 00:01:38.060 Samuel Roberts: Alright.

6 00:01:38.720 ⇒ 00:01:39.780 Samuel Roberts: All the way back.

7 00:01:40.600 ⇒ 00:01:41.770 Mustafa Raja: Yeah, good.

8 00:01:41.870 ⇒ 00:01:43.420 Mustafa Raja: Pretty silly weekend.

9 00:01:44.420 ⇒ 00:01:45.010 Samuel Roberts: Yeah.

10 00:01:46.110 ⇒ 00:01:47.620 Mustafa Raja: Oh, how was your vacation?

11 00:01:48.090 ⇒ 00:01:50.359 Samuel Roberts: It was nice, it was nice. Yeah, we were…

12 00:01:50.960 ⇒ 00:01:56.060 Samuel Roberts: For Thanksgiving, we went with my wife’s family, and then last week we were with my family, so…

13 00:01:56.490 ⇒ 00:01:57.689 Samuel Roberts: It was a nice time.

14 00:01:58.460 ⇒ 00:01:59.080 Mustafa Raja: Yeah.

15 00:02:03.240 ⇒ 00:02:04.370 Uttam Kumaran: Hello?

16 00:02:05.990 ⇒ 00:02:06.590 Samuel Roberts: Morning.

17 00:02:07.260 ⇒ 00:02:08.240 Uttam Kumaran: Morning.

18 00:02:30.290 ⇒ 00:02:36.740 Uttam Kumaran: Okay, maybe I’ll just… Chat with you, catch you up a couple things, Sam. So… Sure.

19 00:02:37.000 ⇒ 00:02:43.250 Uttam Kumaran: I think today, there’s a couple things that are new. So, one, CES,

20 00:02:43.360 ⇒ 00:02:51.690 Uttam Kumaran: me and Ashwini have been handling, so no problem on the data side. They are interested in having us take on more work.

21 00:02:52.020 ⇒ 00:02:54.030 Uttam Kumaran: And increasing our scope.

22 00:02:54.200 ⇒ 00:02:57.380 Uttam Kumaran: They have, but some of their issues are…

23 00:02:57.720 ⇒ 00:03:02.270 Uttam Kumaran: less data-related. In particular, they have some, like.

24 00:03:03.150 ⇒ 00:03:06.500 Uttam Kumaran: some, like, auth-related stuff, and I don’t know, I was like.

25 00:03:07.370 ⇒ 00:03:27.330 Uttam Kumaran: let’s just, like, chat and see, like, what it is. Okay. And see if it’s something worth us taking on. Of course, it would basically just, like, I would get us more budget and stuff like that, but… Sure. They’re having some issue with, like, they’re basically using Okta for all of their CES attendees.

26 00:03:27.600 ⇒ 00:03:28.619 Samuel Roberts: Which is not predictable.

27 00:03:28.620 ⇒ 00:03:29.960 Uttam Kumaran: Right? Like, you typically would.

28 00:03:29.960 ⇒ 00:03:30.300 Samuel Roberts: music.

29 00:03:30.300 ⇒ 00:03:31.880 Uttam Kumaran: a magic link or something.

30 00:03:32.100 ⇒ 00:03:32.490 Samuel Roberts: output.

31 00:03:32.640 ⇒ 00:03:34.260 Uttam Kumaran: Enterprise SSO.

32 00:03:34.260 ⇒ 00:03:35.080 Samuel Roberts: No.

33 00:03:35.080 ⇒ 00:03:36.780 Uttam Kumaran: We’re, like, having some issues.

34 00:03:36.930 ⇒ 00:03:45.829 Uttam Kumaran: I was like, look, we will take a look, and I can tell you whether this is, like, something we could tackle. She just, like, really trusts us, because we’re, like, the only, like.

35 00:03:47.410 ⇒ 00:03:51.540 Uttam Kumaran: Like, reasonable, decent, like, consultants that are there.

36 00:03:52.700 ⇒ 00:03:53.250 Uttam Kumaran: So, I said.

37 00:03:53.250 ⇒ 00:03:55.260 Samuel Roberts: We have an advantage right there.

38 00:03:55.260 ⇒ 00:03:57.960 Uttam Kumaran: Yeah, so I said we would chat with her, okay.

39 00:03:57.960 ⇒ 00:03:58.580 Samuel Roberts: Cool.

40 00:03:58.920 ⇒ 00:04:05.640 Uttam Kumaran: And sort of see what’s going on. So that’s… that’s, the CES meeting later.

41 00:04:05.810 ⇒ 00:04:14.030 Uttam Kumaran: The other thing for ABC… yeah, we just, like… had… stuff go down.

42 00:04:14.150 ⇒ 00:04:16.680 Uttam Kumaran: And so we just need to, like.

43 00:04:17.209 ⇒ 00:04:23.460 Uttam Kumaran: just really, like, make the system, like, much more robust. I think there’s a couple things

44 00:04:24.070 ⇒ 00:04:30.019 Uttam Kumaran: on the… so I think that’s probably the only theme of the week for ABC.

45 00:04:30.480 ⇒ 00:04:35.039 Uttam Kumaran: I am… we are, do you remember talking to Pranav?

46 00:04:36.350 ⇒ 00:04:36.920 Samuel Roberts: Yeah.

47 00:04:37.520 ⇒ 00:04:40.280 Samuel Roberts: I’m gonna have him come on, he’s gonna be helping.

48 00:04:40.410 ⇒ 00:04:42.530 Uttam Kumaran: surf on Lilo.

49 00:04:42.690 ⇒ 00:04:43.840 Uttam Kumaran: Okay.

50 00:04:44.620 ⇒ 00:04:46.660 Uttam Kumaran: But I’m gonna have him…

51 00:04:47.020 ⇒ 00:04:51.179 Uttam Kumaran: come on, and so he may be able to help on ABC as well.

52 00:04:51.340 ⇒ 00:04:55.349 Uttam Kumaran: So, but that’s… that’s probably the only thing for ABC right now.

53 00:04:55.820 ⇒ 00:05:03.040 Uttam Kumaran: I would say. I think Casey sent some updates there. So we met with Tim, and he’s, like, approved the migration plan, and…

54 00:05:03.370 ⇒ 00:05:04.900 Uttam Kumaran: And all that sort of stuff.

55 00:05:07.150 ⇒ 00:05:18.639 Uttam Kumaran: And then, yeah, we have… so, we have, and then on Lilo, yeah. Yeah, so Surf has sort of kicked off stuff today. Surface has sort of kicked off work last week,

56 00:05:18.820 ⇒ 00:05:23.679 Uttam Kumaran: I think we can chat on how… You guys are gonna pair?

57 00:05:23.800 ⇒ 00:05:25.020 Uttam Kumaran: Sure.

58 00:05:25.390 ⇒ 00:05:30.620 Uttam Kumaran: But… yeah, I feel like he’s… he’s already been starting. We have, like…

59 00:05:30.720 ⇒ 00:05:35.660 Uttam Kumaran: there’s… there’s sort of, like, three phases to that project. There’s the first phase, which is just…

60 00:05:35.880 ⇒ 00:05:43.689 Uttam Kumaran: Like, getting all of the… like, getting stuff running, we’re gonna use Railway to host stuff. Okay, cool.

61 00:05:44.110 ⇒ 00:05:46.440 Uttam Kumaran: And so that’s, like, the first month.

62 00:05:46.640 ⇒ 00:06:01.639 Uttam Kumaran: The next phase is gonna be, like, the reporting project. So, in this first phase, I’m just gonna work on… we’re gonna work on, like, a PRD, but I think maybe I can see if, like, me, you, and Surf can hop on and just chat about the current state of the project.

63 00:06:01.770 ⇒ 00:06:04.780 Uttam Kumaran: That way you can start getting looped in.

64 00:06:05.100 ⇒ 00:06:12.400 Uttam Kumaran: So, then in that situation, I think you’re looped in… where ABC…

65 00:06:12.740 ⇒ 00:06:20.560 Uttam Kumaran: AI team stuff, Lilo, and depending on the CTA stuff.

66 00:06:21.980 ⇒ 00:06:22.680 Samuel Roberts: Sounds good.

67 00:06:23.300 ⇒ 00:06:28.579 Samuel Roberts: Perfect, yeah, I got a lot of Slack messages to go through anyway, so… Okay. Yeah. Catching up on all that.

68 00:06:28.580 ⇒ 00:06:29.230 Uttam Kumaran: Okay.

69 00:06:29.580 ⇒ 00:06:30.370 Uttam Kumaran: Cool.

70 00:06:31.110 ⇒ 00:06:36.370 Uttam Kumaran: Alright, that’s probably… that’s my Sam catch-up section of the meeting.

71 00:06:36.790 ⇒ 00:06:37.480 Samuel Roberts: Perfect.

72 00:06:38.770 ⇒ 00:06:41.030 Uttam Kumaran: You can go ahead, Awash.

73 00:06:42.470 ⇒ 00:06:53.160 Awaish Kumar: Okay, yeah, so… Hello, everyone. I… we can start off growing… planning for Eden, maybe…

74 00:06:56.570 ⇒ 00:06:58.860 Awaish Kumar: I can share my screen.

75 00:07:18.730 ⇒ 00:07:25.439 Awaish Kumar: Okay, we are on Eden Board, and I think…

76 00:07:25.940 ⇒ 00:07:29.880 Awaish Kumar: Ashwani is going to join later, and

77 00:07:30.200 ⇒ 00:07:32.810 Awaish Kumar: Yeah, we might start, like,

78 00:07:35.510 ⇒ 00:07:38.970 Awaish Kumar: to give priority on Metaplane work, so I… I…

79 00:07:39.950 ⇒ 00:07:45.819 Awaish Kumar: just made the hidden at printf.ai as admin and removed the RAN from the account.

80 00:07:46.410 ⇒ 00:07:53.020 Awaish Kumar: Now we can use it, and maybe work on… adding more…

81 00:07:53.200 ⇒ 00:07:56.200 Awaish Kumar: And, and, like, customizing the monitors we have.

82 00:07:59.520 ⇒ 00:08:00.170 Uttam Kumaran: Okay.

83 00:08:00.470 ⇒ 00:08:04.870 Awaish Kumar: And then for… KC, if… Thanks. Louis?

84 00:08:05.010 ⇒ 00:08:07.310 Awaish Kumar: Do you have any updates on the tickets?

85 00:08:10.410 ⇒ 00:08:11.700 Awaish Kumar: Is he here? Nope.

86 00:08:13.800 ⇒ 00:08:19.140 Awaish Kumar: Okay, Casey’s not here, but, like, I will… maybe…

87 00:08:20.880 ⇒ 00:08:25.349 Awaish Kumar: Meet him afterwards and see, like, what we are going to put in.

88 00:08:25.660 ⇒ 00:08:31.339 Awaish Kumar: put it here for this week. Maybe we are going to work on a spike and finalize it.

89 00:08:32.110 ⇒ 00:08:37.749 Awaish Kumar: Then for Zoran share, that, like, he has some,

90 00:08:38.320 ⇒ 00:08:45.890 Awaish Kumar: priorities on, on, like, reverse ETL part for, like, Meta, TikTok, and… upfronts.

91 00:08:46.590 ⇒ 00:08:51.290 Awaish Kumar: Which, like, the work is, like, separated between,

92 00:08:51.790 ⇒ 00:08:57.439 Awaish Kumar: Temlade and Zoran, and then, zoran and Ashwini, so…

93 00:08:58.700 ⇒ 00:09:03.600 Awaish Kumar: Zoran is mostly working on the… ingesting to… to the…

94 00:09:03.840 ⇒ 00:09:20.350 Awaish Kumar: platforms and validating that, and on the AI and modeling side, Ashwini and Demonade are helping him, and, like, that should cover for at least this week. So, models are ready, but I suspect that,

95 00:09:20.940 ⇒ 00:09:27.480 Awaish Kumar: There will be more changes, and in the meta, Models, and then the…

96 00:09:27.990 ⇒ 00:09:30.530 Awaish Kumar: In the affluence work, so yeah.

97 00:09:31.180 ⇒ 00:09:35.689 Awaish Kumar: We… we can, like… Plan out finishing those in this week.

98 00:09:37.820 ⇒ 00:09:38.360 Uttam Kumaran: Okay.

99 00:09:40.810 ⇒ 00:09:41.620 Awaish Kumar: Yup.

100 00:09:41.880 ⇒ 00:09:45.080 Awaish Kumar: Yeah, apart from that, Devilade, did you have any updates?

101 00:09:46.750 ⇒ 00:09:53.250 Demilade Agboola: Nothing really from my side. I will…

102 00:09:54.130 ⇒ 00:09:58.119 Demilade Agboola: I can see that Ashwini has tried to put a freshness on its own first transactions.

103 00:09:58.360 ⇒ 00:10:01.399 Demilade Agboola: That’s currently a PR review, so…

104 00:10:01.680 ⇒ 00:10:08.109 Demilade Agboola: Hopefully, at least we can get a couple, freshness monitors on the key, math models.

105 00:10:08.250 ⇒ 00:10:21.650 Demilade Agboola: So if, like, what happened over the weekend, we’ll at least have some alerts. I’m a bit surprised that GitHub action, like, when it doesn’t run due to failing, like, due to the billing plan, it doesn’t announce that, you know, the job didn’t run.

106 00:10:22.150 ⇒ 00:10:23.640 Uttam Kumaran: So… Yeah.

107 00:10:23.640 ⇒ 00:10:31.290 Demilade Agboola: entire, yeah, the entire channel was quite quiet. Meanwhile, things weren’t happening behind the scenes, so that’s a bit frustrating.

108 00:10:31.690 ⇒ 00:10:38.739 Demilade Agboola: But at least we got a head start before Monday morning, and things are… we should be fine for Monday morning.

109 00:10:38.920 ⇒ 00:10:40.980 Demilade Agboola: Yeah, but apart from that, nothing in front of me.

110 00:10:42.090 ⇒ 00:10:46.720 Awaish Kumar: Okay, and did you have a meeting, with Brad on the COGS things?

111 00:10:47.210 ⇒ 00:10:53.540 Demilade Agboola: Yes, we had a meeting. Henry wasn’t there, so he came late, like, so…

112 00:10:53.750 ⇒ 00:10:56.230 Demilade Agboola: Brad came late because he thought it wasn’t gonna hold.

113 00:10:56.700 ⇒ 00:11:02.879 Demilade Agboola: But we did have a conversation, it wasn’t necessarily COGS-related.

114 00:11:03.220 ⇒ 00:11:10.760 Demilade Agboola: We just kind of… and he said that it probably won’t get serious until next, like, this… we won’t have a serious meeting until this coming Friday.

115 00:11:11.490 ⇒ 00:11:18.430 Demilade Agboola: Or maybe he said, actually not the one after, because he said he’s traveling this week. But basically, he’s just mentioned that, yeah, he…

116 00:11:18.550 ⇒ 00:11:24.729 Demilade Agboola: he’s looking… talking to Henry to get some of the dashboards that he has into production, like, into Tableau.

117 00:11:24.860 ⇒ 00:11:33.979 Demilade Agboola: So at least he has some centralized data that he’s using as well. He’s aware of the file size that we’re trying to get from Basque and that Basque is working on.

118 00:11:34.350 ⇒ 00:11:37.599 Demilade Agboola: So we’re all kind of waiting for that.

119 00:11:37.880 ⇒ 00:11:45.349 Demilade Agboola: And… yeah, that was… yeah, those were, like, the major key points.

120 00:11:45.610 ⇒ 00:11:47.369 Awaish Kumar: Can we close this one?

121 00:11:48.060 ⇒ 00:11:52.200 Demilade Agboola: No. I noticed some slight…

122 00:11:52.660 ⇒ 00:11:56.500 Demilade Agboola: duplication going on, so I’m trying to dedupe that, and I’ll push the fix for that.

123 00:11:57.840 ⇒ 00:11:58.550 Awaish Kumar: Okay.

124 00:12:02.400 ⇒ 00:12:03.910 Demilade Agboola: But I don’t want that to be.

125 00:12:05.050 ⇒ 00:12:06.579 Awaish Kumar: Yeah, so the…

126 00:12:06.930 ⇒ 00:12:22.760 Awaish Kumar: I think main priorities are then for this week, like, from us, it’s more mainly, like, closing, helping to close the River City TL part, and then the rest we are going to, like, get, in the next meeting, maybe, from Robert.

127 00:12:24.070 ⇒ 00:12:25.450 Demilade Agboola: Okay, sounds good.

128 00:12:35.970 ⇒ 00:12:38.809 Awaish Kumar: Yeah, let’s… most of all, like.

129 00:12:39.300 ⇒ 00:12:41.860 Awaish Kumar: Do you want to give updates on default?

130 00:12:47.290 ⇒ 00:12:54.960 Mustafa Raja: Yeah, so… For the dashboard updates that were requested from Caitlin,

131 00:12:55.680 ⇒ 00:13:01.750 Mustafa Raja: Victor got back to me, and we have a field, on…

132 00:13:02.040 ⇒ 00:13:07.110 Mustafa Raja: In forms, that is workflow, and that is all JSON.

133 00:13:07.360 ⇒ 00:13:22.620 Mustafa Raja: and that JSON tells us how the workflow is structured, and in there, we have, nodes for integrations, right? So, that is how we are going to identify the integrations.

134 00:13:22.920 ⇒ 00:13:34.919 Mustafa Raja: And then, maybe we need to model it, model the forms table, a little bit better to see, which sort of team is using which.

135 00:13:35.050 ⇒ 00:13:43.120 Mustafa Raja: integrations, and then, go ahead and update the… what’s it called? The dashboard in Omni.

136 00:13:43.800 ⇒ 00:13:48.180 Mustafa Raja: That is how it’s going to be. I just have a few questions that I…

137 00:13:48.430 ⇒ 00:13:53.839 Mustafa Raja: I will ask in, Slack channel, to maybe propose

138 00:13:54.080 ⇒ 00:13:58.140 Mustafa Raja: Further communication with Victor regarding this.

139 00:13:59.320 ⇒ 00:14:02.300 Awaish Kumar: Okay, so is this in progress, or just in one?

140 00:14:03.310 ⇒ 00:14:06.520 Mustafa Raja: Yeah, this, this should be in progress.

141 00:14:06.690 ⇒ 00:14:09.230 Mustafa Raja: We can… we can move it from block, yeah.

142 00:14:10.840 ⇒ 00:14:16.380 Awaish Kumar: Yeah, and then what about this comparison sheet? Is it finalized?

143 00:14:17.320 ⇒ 00:14:25.619 Mustafa Raja: Yeah, Amber and I worked on it. It looks pretty good. We’re going to work on it again on Wednesday when we have some more vendors.

144 00:14:29.720 ⇒ 00:14:30.470 Awaish Kumar: Okay.

145 00:14:33.420 ⇒ 00:14:37.090 Awaish Kumar: So, like, for this week, You are priorit.

146 00:14:37.090 ⇒ 00:14:43.689 Uttam Kumaran: Well, I guess, like, what… the vendor comparison, like, is it done? Like, we need to ship it, because it was due last week.

147 00:14:45.240 ⇒ 00:14:47.400 Uttam Kumaran: So, like, what is waiting till Wednesday?

148 00:14:48.920 ⇒ 00:14:53.879 Mustafa Raja: Yeah, we were just waiting to, because we are going to add some more vendors.

149 00:14:53.880 ⇒ 00:14:57.970 Uttam Kumaran: We need to ship it with everything that exists today. Like, we’re late.

150 00:14:57.970 ⇒ 00:14:58.500 Mustafa Raja: Yeah.

151 00:14:58.500 ⇒ 00:15:01.399 Uttam Kumaran: On getting this out with the existing stuff.

152 00:15:02.400 ⇒ 00:15:04.850 Mustafa Raja: Okay, yeah, we have, we have this, let me share…

153 00:15:04.850 ⇒ 00:15:06.419 Uttam Kumaran: Can we open this one?

154 00:15:07.150 ⇒ 00:15:08.709 Mustafa Raja: Yeah, I’m sharing the link.

155 00:15:09.440 ⇒ 00:15:10.619 Mustafa Raja: Alright, and doom test?

156 00:15:14.720 ⇒ 00:15:15.399 Mustafa Raja: It’s.

157 00:15:15.400 ⇒ 00:15:28.290 Uttam Kumaran: Yeah, so… so I… so I don’t want, like… I… things are gonna keep going, so you have to just get things out. And so, Mustafa, give me the feedback again, but, like, you’re… you’re waiting too long to ship some of these items.

158 00:15:28.400 ⇒ 00:15:29.280 Uttam Kumaran: like…

159 00:15:30.180 ⇒ 00:15:40.070 Uttam Kumaran: You know, and that’s… that’s just something that I just want to, like, flag again, because if I hadn’t said anything, this would have taken until Wednesday, but she just asked for a simple overview of, like.

160 00:15:40.660 ⇒ 00:15:50.290 Uttam Kumaran: compare… compare for me, in, like, a business level, each of the vendors, right? So, we gotta, like, really prioritize getting some of this stuff out.

161 00:15:51.200 ⇒ 00:15:55.989 Mustafa Raja: Yeah, I wish I, I’ve shared it in Zoom chat, if you can open it.

162 00:15:56.960 ⇒ 00:15:59.249 Uttam Kumaran: Okay, yeah, the Notion, okay.

163 00:16:07.240 ⇒ 00:16:09.810 Uttam Kumaran: Okay, but I guess they’re still missing…

164 00:16:11.260 ⇒ 00:16:14.400 Uttam Kumaran: Some stuff on the pricing side.

165 00:16:18.890 ⇒ 00:16:19.930 Uttam Kumaran: Sorry, Wish, I’m looking.

166 00:16:19.930 ⇒ 00:16:21.379 Mustafa Raja: Oh, yeah, the Notion.

167 00:16:21.380 ⇒ 00:16:23.350 Uttam Kumaran: that he sent in Zoom chat.

168 00:16:24.840 ⇒ 00:16:34.330 Mustafa Raja: That is because, the interpre… they… they usually are, would be looking at enterprise pricing, right? And we… we… we don’t have…

169 00:16:34.330 ⇒ 00:16:37.890 Uttam Kumaran: Yeah, but did you look… did you look through their notes on the pricing?

170 00:16:40.250 ⇒ 00:16:47.940 Mustafa Raja: Let me… Oh, yeah, I didn’t… yeah, let me… I’ll add those.

171 00:16:49.150 ⇒ 00:16:53.039 Uttam Kumaran: No, no, no, like, before saying yes, this is… this is what.

172 00:16:53.040 ⇒ 00:17:01.099 Mustafa Raja: No, no, no, I said that, I did not look, look at the notes for pricing. Okay. Yeah, here’s an example.

173 00:17:01.640 ⇒ 00:17:04.650 Uttam Kumaran: Yeah, a bunch of stuff should be in here, hopefully.

174 00:17:04.910 ⇒ 00:17:07.919 Uttam Kumaran: And then, yeah, let’s just make sure that all of these notes

175 00:17:08.260 ⇒ 00:17:14.809 Uttam Kumaran: like, you can even put a section for, like, Caitlin’s notes or something, but I just want to make sure all of these end up here.

176 00:17:15.240 ⇒ 00:17:24.829 Uttam Kumaran: You know, and then take a look here. In this document, she clearly says what matters.

177 00:17:25.069 ⇒ 00:17:29.949 Uttam Kumaran: Right? Return rate, accuracy, area, freshness, cost.

178 00:17:32.450 ⇒ 00:17:38.280 Uttam Kumaran: So we just want to make sure that all of those are end up… End up covered.

179 00:17:39.510 ⇒ 00:17:41.050 Uttam Kumaran: As one of the columns.

180 00:17:41.990 ⇒ 00:17:48.480 Uttam Kumaran: But… but, like, for example, this… This table isn’t finished.

181 00:17:50.350 ⇒ 00:17:53.169 Uttam Kumaran: So, it doesn’t look like this is ready to send.

182 00:17:55.010 ⇒ 00:17:56.010 Uttam Kumaran: Like, the overview, too.

183 00:17:56.010 ⇒ 00:17:57.070 Mustafa Raja: Yeah.

184 00:18:00.610 ⇒ 00:18:02.900 Uttam Kumaran: Because there’s empty… there’s empty fields here.

185 00:18:05.500 ⇒ 00:18:06.790 Mustafa Raja: We’re gonna get back.

186 00:18:07.820 ⇒ 00:18:10.039 Awaish Kumar: We do have some of the information.

187 00:18:10.040 ⇒ 00:18:11.210 Mustafa Raja: Yeah.

188 00:18:11.210 ⇒ 00:18:12.330 Awaish Kumar: Equality…

189 00:18:16.720 ⇒ 00:18:20.289 Mustafa Raja: Yeah, I’m going to fill this up, and ship it in.

190 00:18:21.430 ⇒ 00:18:25.130 Uttam Kumaran: Okay, yeah, I just want to make sure that everything we’re sending for the

191 00:18:25.270 ⇒ 00:18:28.899 Uttam Kumaran: For the ones that we’ve done already, we have the overview.

192 00:18:31.150 ⇒ 00:18:31.550 Mustafa Raja: Yep.

193 00:18:31.550 ⇒ 00:18:38.929 Uttam Kumaran: across all of the core tables. And then, yeah, this looks pretty… this looks good to go. And then let’s just update the criteria here with…

194 00:18:39.550 ⇒ 00:18:42.990 Uttam Kumaran: the criteria that she listed in that other notion.

195 00:18:43.330 ⇒ 00:18:55.509 Uttam Kumaran: And then also, you can just link out to those pages if you need to. You can just say, hey, here’s the page we referenced. So yeah, let’s wrap this up, like, this just needs to go out. She’s gonna send me a message, otherwise…

196 00:18:56.380 ⇒ 00:18:57.070 Mustafa Raja: Okay.

197 00:19:07.150 ⇒ 00:19:10.180 Awaish Kumar: So, like, okay, we are targeting this today.

198 00:19:11.340 ⇒ 00:19:12.030 Mustafa Raja: Hmm.

199 00:19:12.030 ⇒ 00:19:18.100 Awaish Kumar: Yeah. And the… this… the… dashboard, like…

200 00:19:18.410 ⇒ 00:19:21.490 Awaish Kumar: So, when are we targeting to, like, finish it?

201 00:19:24.000 ⇒ 00:19:28.690 Mustafa Raja: So this will require some modeling tasks also, so this needs to break down.

202 00:19:30.090 ⇒ 00:19:34.410 Awaish Kumar: Okay, so maybe we can… How did, like.

203 00:19:41.140 ⇒ 00:19:50.749 Mustafa Raja: What we need to do is we need to parse the workflow field, get the integrations out of it, and then we’ll be able to do something with it.

204 00:19:51.930 ⇒ 00:19:56.540 Awaish Kumar: Okay, I think you already created a dbt project for default.

205 00:19:56.780 ⇒ 00:19:59.860 Mustafa Raja: No, it wasn’t for default, it was for Hani Singhar.

206 00:20:00.370 ⇒ 00:20:02.269 Mustafa Raja: We need to create one for this.

207 00:20:02.840 ⇒ 00:20:09.499 Uttam Kumaran: So, I guess this is where, Awash, like, I would like to… if we’re gonna loop in Demulade, then we can talk about that now.

208 00:20:10.490 ⇒ 00:20:15.120 Awaish Kumar: We are, like, we already added… Default for, like, demo.

209 00:20:16.470 ⇒ 00:20:21.129 Uttam Kumaran: So maybe we can brief him on… and start to pass off some of these types of modeling tickets.

210 00:20:22.690 ⇒ 00:20:28.630 Awaish Kumar: Yeah, like, I’ve added this, and maybe, like, Muswak, if you can fill in, like, what needs to be done.

211 00:20:29.000 ⇒ 00:20:29.969 Awaish Kumar: And I can’t…

212 00:20:29.970 ⇒ 00:20:30.740 Mustafa Raja: We’ll do them.

213 00:20:32.920 ⇒ 00:20:35.370 Awaish Kumar: He’s not misunderstanding.

214 00:20:42.700 ⇒ 00:20:48.480 Uttam Kumaran: So, Demi, we just… we’re… we’re starting to do more…

215 00:20:48.720 ⇒ 00:20:54.809 Uttam Kumaran: Modeling, and starting to, like, actually build, like, a more robust, infra for default.

216 00:20:55.180 ⇒ 00:21:01.960 Uttam Kumaran: So we need to kind of establish DBT, And then…

217 00:21:02.200 ⇒ 00:21:04.700 Uttam Kumaran: Kind of want you to get looped in there, so…

218 00:21:04.810 ⇒ 00:21:08.029 Uttam Kumaran: You have understanding of, sort of, their…

219 00:21:08.170 ⇒ 00:21:16.189 Uttam Kumaran: models and sort of the structure there, so Mustafa can… can onboard you onto Omni and kind of give you a lot of the overview on the… what’s been done so far.

220 00:21:16.450 ⇒ 00:21:22.600 Uttam Kumaran: I think this can start to take over… Basically, like, time,

221 00:21:23.580 ⇒ 00:21:26.659 Uttam Kumaran: you know, now that Urban Stems is sort of ramping down.

222 00:21:26.870 ⇒ 00:21:33.460 Uttam Kumaran: We’ll talk in the delivery meeting later, just about, like, assignments for this month, but…

223 00:21:33.790 ⇒ 00:21:39.369 Uttam Kumaran: Just wanna, like, give you… A brief on that, to just maybe take a look at stuff there.

224 00:21:39.520 ⇒ 00:21:43.500 Uttam Kumaran: Rico, can we make sure Demolade’s in the channels as well?

225 00:21:43.840 ⇒ 00:21:51.309 Uttam Kumaran: And yeah, basically, they’re just… they’re just establishing their core reporting right now, so we only have… we built one dashboard for them.

226 00:21:51.440 ⇒ 00:21:53.399 Uttam Kumaran: They probably need a few more.

227 00:21:53.510 ⇒ 00:22:01.109 Uttam Kumaran: And I’m doing a… I’m doing an Omni training for them on Thursday, to sort of walk them through how to use Omni and things like that, so…

228 00:22:02.650 ⇒ 00:22:03.900 Demilade Agboola: Oh, that sounds good.

229 00:22:04.040 ⇒ 00:22:10.230 Demilade Agboola: Yeah, are there, like, keys in the, like, one pass? I mean…

230 00:22:10.230 ⇒ 00:22:10.710 Mustafa Raja: Yeah.

231 00:22:11.400 ⇒ 00:22:13.850 Awaish Kumar: Yeah, yeah, Rico, maybe going.

232 00:22:13.850 ⇒ 00:22:19.500 Mustafa Raja: I’ll also invite you to the project that, that they have, in Omni.

233 00:22:20.060 ⇒ 00:22:21.270 Demilade Agboola: Alright, sounds good.

234 00:22:22.570 ⇒ 00:22:28.610 Mustafa Raja: And maybe we can, set up a huddle, and take a look at the structure.

235 00:22:29.340 ⇒ 00:22:32.610 Demilade Agboola: Alright, sounds good. Definitely available for that.

236 00:22:40.360 ⇒ 00:22:41.730 Awaish Kumar: Okay, yeah.

237 00:22:42.030 ⇒ 00:22:46.719 Demilade Agboola: I was just gonna say, I just checked, I’m not in the default world, so, Rico, could you please add me?

238 00:22:49.280 ⇒ 00:22:50.390 Demilade Agboola: On one pass.

239 00:22:57.320 ⇒ 00:23:03.370 Awaish Kumar: Okay, yeah, you can ask… you can ping him on Slack for that. Apart from that,

240 00:23:03.540 ⇒ 00:23:10.340 Awaish Kumar: Most of our wheels, like, do we know any, do we have any updates on Victor’s tasks, like, getting data?

241 00:23:10.650 ⇒ 00:23:11.160 Awaish Kumar: Pfu.

242 00:23:11.160 ⇒ 00:23:13.559 Mustafa Raja: No, we don’t,

243 00:23:13.920 ⇒ 00:23:29.580 Mustafa Raja: So on the last meeting, Katen said that she will get back to him, on that. But yeah, maybe I can ping… ping in the channel today, ask him where this is. So, la- so on Thursday, what…

244 00:23:29.600 ⇒ 00:23:43.330 Mustafa Raja: Katen told us was that Thomas was waiting on Victor to give him permission to go ahead with the plan. So, yeah, that’s all we know. So, maybe… let me know if I should ping.

245 00:23:44.900 ⇒ 00:23:49.220 Awaish Kumar: Yeah, I will just create some placeholders here, like…

246 00:23:51.700 ⇒ 00:23:54.939 Awaish Kumar: So, the data from Superbiz, what is it about?

247 00:23:55.600 ⇒ 00:23:56.900 Mustafa Raja: The product.

248 00:23:57.070 ⇒ 00:24:05.619 Mustafa Raja: So it has teams, tables, and then workflow, submissions, so all of the product data that they have is in Superbase.

249 00:24:11.940 ⇒ 00:24:17.600 Awaish Kumar: Yeah, like, it needs to be modeled, and, and… some KPIs needs to be…

250 00:24:18.220 ⇒ 00:24:23.700 Mustafa Raja: Yes. We need to model it into some, useful KPIs for there.

251 00:24:23.870 ⇒ 00:24:25.150 Mustafa Raja: What’s it called?

252 00:24:25.350 ⇒ 00:24:26.820 Mustafa Raja: Customer service team?

253 00:24:30.120 ⇒ 00:24:34.300 Awaish Kumar: Do you have any sheet for… that list those KPIs?

254 00:24:34.450 ⇒ 00:24:36.239 Mustafa Raja: No, we do not.

255 00:24:36.620 ⇒ 00:24:45.580 Mustafa Raja: Maybe we need to analyze the data and, suggest some KPIs ourselves to Deanna, that is the stakeholder of this, work stream.

256 00:24:45.720 ⇒ 00:24:49.499 Mustafa Raja: And then get her approval, before going ahead.

257 00:24:51.190 ⇒ 00:24:53.329 Awaish Kumar: Okay, yeah, maybe you can add…

258 00:24:53.580 ⇒ 00:24:56.010 Awaish Kumar: Whatever you know in this ticket, and…

259 00:24:56.010 ⇒ 00:24:57.590 Mustafa Raja: Yeah, I’ll do that.

260 00:25:01.170 ⇒ 00:25:05.660 Awaish Kumar: So, yeah, this is basically, right now, kind of blocked on,

261 00:25:06.810 ⇒ 00:25:11.789 Awaish Kumar: On, like, when the data is going to be in the bucket, and we have the access.

262 00:25:12.110 ⇒ 00:25:15.069 Awaish Kumar: But this is something we need to do after we have the data.

263 00:25:18.060 ⇒ 00:25:18.680 Mustafa Raja: Yep.

264 00:25:21.050 ⇒ 00:25:22.980 Awaish Kumar: And then we maybe have,

265 00:25:23.620 ⇒ 00:25:28.690 Awaish Kumar: a DE task, also, to move data from mother to to something.

266 00:25:30.930 ⇒ 00:25:31.770 Awaish Kumar: Okay.

267 00:25:42.690 ⇒ 00:25:48.270 Mustafa Raja: This would be… I think this would be a duplicate ticket, we already have a ticket for this.

268 00:25:49.670 ⇒ 00:25:50.610 Awaish Kumar: Which one?

269 00:25:50.610 ⇒ 00:25:52.560 Mustafa Raja: 112, yeah.

270 00:25:55.330 ⇒ 00:25:56.040 Awaish Kumar: Okay.

271 00:26:07.750 ⇒ 00:26:09.530 Awaish Kumar: Okay, but that is, like…

272 00:26:10.460 ⇒ 00:26:20.219 Awaish Kumar: Yeah, you can make it maybe a validation part, like, moving data to S3, then from S3 it goes to Catalyst, and then we can validate if data is coming.

273 00:26:20.220 ⇒ 00:26:20.940 Mustafa Raja: Yeah.

274 00:26:20.940 ⇒ 00:26:27.050 Awaish Kumar: Data is moving to Catalyst, basically, so you can keep this as a validation ticket.

275 00:26:27.110 ⇒ 00:26:27.940 Mustafa Raja: Okay.

276 00:26:27.940 ⇒ 00:26:30.890 Awaish Kumar: Finishes integration, you can verify that it worked.

277 00:26:32.030 ⇒ 00:26:32.690 Mustafa Raja: Okay.

278 00:26:32.760 ⇒ 00:26:33.639 Awaish Kumar: That makes sense.

279 00:26:35.390 ⇒ 00:26:42.800 Awaish Kumar: So yeah, apart from default, like, we have then ABC, So…

280 00:26:45.270 ⇒ 00:26:48.900 Awaish Kumar: for ABC, Casey’s not here,

281 00:26:49.500 ⇒ 00:26:53.790 Awaish Kumar: Sam, do you know, like, what could be the penalties for this bill?

282 00:27:01.550 ⇒ 00:27:02.870 Awaish Kumar: Sam?

283 00:27:03.660 ⇒ 00:27:06.090 Samuel Roberts: I’m still playing a little catch-up today.

284 00:27:06.260 ⇒ 00:27:07.740 Samuel Roberts: So,

285 00:27:09.040 ⇒ 00:27:16.160 Samuel Roberts: I chatted with Casey last week about some of the stuff, he got some of the things sorted, but I had to dig into the, like, testing and…

286 00:27:16.580 ⇒ 00:27:20.890 Awaish Kumar: Yeah, we basically had two things to finish. One is basically…

287 00:27:21.110 ⇒ 00:27:36.550 Awaish Kumar: to have the logs of the system, and then analyze that, to figure out what are the points of failure, and then come up with a plan to fix those. Second one is, like, the migration to GCP platform.

288 00:27:36.810 ⇒ 00:27:40.069 Awaish Kumar: And yeah, he was working on both of these things, so…

289 00:27:40.180 ⇒ 00:27:45.149 Awaish Kumar: Maybe, I think, these both will be the priorities this week as well.

290 00:27:46.430 ⇒ 00:27:52.469 Samuel Roberts: Yeah, I think so, yeah. He said he was off for a holiday, but I might message him and see if he has any updates for me.

291 00:27:53.430 ⇒ 00:27:54.390 Samuel Roberts: Meantime.

292 00:27:55.650 ⇒ 00:27:56.290 Awaish Kumar: Okay.

293 00:28:00.000 ⇒ 00:28:06.960 Awaish Kumar: Yeah, so for… Breed me?

294 00:28:10.730 ⇒ 00:28:17.489 Uttam Kumaran: Yeah, I don’t know if there’s anything in the DEA side, so you could probably read me stuff for the next meeting.

295 00:28:18.310 ⇒ 00:28:19.230 Awaish Kumar: Yeah, okay.

296 00:28:21.790 ⇒ 00:28:26.080 Awaish Kumar: For, yeah, for element, like, I…

297 00:28:26.420 ⇒ 00:28:29.899 Awaish Kumar: Try to log into the other platforms.

298 00:28:30.050 ⇒ 00:28:34.440 Awaish Kumar: And I could only log into Shopify, where to go.

299 00:28:34.710 ⇒ 00:28:39.400 Awaish Kumar: And then I’ve pinged Carlos regarding, Walmart and Amazon.

300 00:28:40.430 ⇒ 00:28:42.410 Awaish Kumar: Ecom platforms, again.

301 00:28:43.300 ⇒ 00:28:45.410 Awaish Kumar: To get the access.

302 00:28:46.330 ⇒ 00:28:49.520 Awaish Kumar: And then, based on the Shopify data.

303 00:28:49.760 ⇒ 00:28:58.190 Awaish Kumar: I have, estimated what could be… and then the… using is Ecom, growth Excel sheet.

304 00:28:58.350 ⇒ 00:29:02.849 Awaish Kumar: tried to estimate what could be the scale of the Amazon data, and…

305 00:29:03.040 ⇒ 00:29:10.130 Awaish Kumar: How much could be the rows? And then, yeah, so I created…

306 00:29:10.300 ⇒ 00:29:12.760 Awaish Kumar: Come up with some numbers to choose.

307 00:29:13.730 ⇒ 00:29:19.079 Awaish Kumar: In that retail assessment doc, so we… and then I maybe use same numbers also for…

308 00:29:19.410 ⇒ 00:29:25.920 Awaish Kumar: For warehousing companion, And we can ship, like, by… like, we can ship ETL first, and then…

309 00:29:26.180 ⇒ 00:29:28.190 Awaish Kumar: Warehousing Assessment Doc.

310 00:29:28.990 ⇒ 00:29:29.650 Uttam Kumaran: Okay.

311 00:29:30.010 ⇒ 00:29:31.080 Uttam Kumaran: Okay, cool.

312 00:29:32.460 ⇒ 00:29:44.380 Uttam Kumaran: It would be great, also, Wish, if we can do a doc just on, like, basically, it’s… they’re gonna be very documentation heavy, so I also want to do a doc on, like, what’s in the Emerson data.

313 00:29:45.010 ⇒ 00:29:45.860 Uttam Kumaran: You know?

314 00:29:45.860 ⇒ 00:29:47.700 Awaish Kumar: I already created this.

315 00:29:47.870 ⇒ 00:29:55.100 Awaish Kumar: Okay. Merson, like, there are two parts, like, one is data from Walmart, and then from Target.

316 00:29:55.300 ⇒ 00:30:00.919 Awaish Kumar: So for the Walmart part, I already have a memo in the same GitHub repo.

317 00:30:01.390 ⇒ 00:30:04.430 Awaish Kumar: Which… I have shared in the…

318 00:30:04.620 ⇒ 00:30:08.859 Awaish Kumar: Slack as well, like, as a message. But that, basically.

319 00:30:09.020 ⇒ 00:30:18.469 Awaish Kumar: Says what different tables we have, what is the volume of those tables, and what is the sales revenue being generated, and the overall orders.

320 00:30:19.410 ⇒ 00:30:22.250 Awaish Kumar: Because of top-level things from there.

321 00:30:22.760 ⇒ 00:30:23.400 Uttam Kumaran: Okay.

322 00:30:26.080 ⇒ 00:30:26.900 Uttam Kumaran: Okay.

323 00:30:26.940 ⇒ 00:30:28.320 Awaish Kumar: Yeah.

324 00:30:28.650 ⇒ 00:30:33.469 Uttam Kumaran: Yeah, the other thing for, I want to start, like, a metrics dictionary.

325 00:30:34.900 ⇒ 00:30:36.290 Uttam Kumaran: Or element.

326 00:30:36.970 ⇒ 00:30:43.049 Uttam Kumaran: And we should, we should create, like, a metrics dictionary template that we, you know, we, we reuse.

327 00:30:44.210 ⇒ 00:30:44.940 Awaish Kumar: Okay.

328 00:30:45.460 ⇒ 00:30:52.669 Awaish Kumar: So, like, as a first step, we want to bring in the existing one, right? So I will just move it to our…

329 00:30:53.200 ⇒ 00:30:54.720 Awaish Kumar: Data platform sheet.

330 00:30:55.890 ⇒ 00:30:56.560 Uttam Kumaran: Yeah.

331 00:30:59.260 ⇒ 00:31:07.979 Awaish Kumar: Yeah, and then maybe we can start with Ecom Growth Dash, which they have, and use those metrics as… in our…

332 00:31:08.630 ⇒ 00:31:11.340 Awaish Kumar: data and metric dictionary, and try to.

333 00:31:11.340 ⇒ 00:31:12.270 Uttam Kumaran: Exactly.

334 00:31:12.270 ⇒ 00:31:12.800 Awaish Kumar: Yeah.

335 00:31:13.920 ⇒ 00:31:15.279 Awaish Kumar: Okay, okay.

336 00:31:16.160 ⇒ 00:31:20.970 Awaish Kumar: For urban stamps, I saw one message, I replied.

337 00:31:21.550 ⇒ 00:31:25.549 Awaish Kumar: To her, but that was, like, that’s it, right? We don’t have anything else.

338 00:31:25.550 ⇒ 00:31:31.199 Uttam Kumaran: Yeah, that’s it. We’re gonna basically wait to hear… Tickets that come through, so…

339 00:31:31.600 ⇒ 00:31:32.210 Awaish Kumar: Okay.

340 00:31:35.020 ⇒ 00:31:39.740 Awaish Kumar: Yeah, for CTA, as soon as here, we can… Just cause that…

341 00:31:42.390 ⇒ 00:31:43.040 Uttam Kumaran: Great.

342 00:31:44.930 ⇒ 00:31:48.380 Uttam Kumaran: Yeah, let’s discuss, CTA-ish reading, and then let’s also…

343 00:31:48.600 ⇒ 00:31:53.520 Uttam Kumaran: I mean, we have a little bit more time, maybe we can do a little bit of a chat around,

344 00:31:54.820 ⇒ 00:31:58.550 Uttam Kumaran: data quality, or, metaplane after this.

345 00:31:58.550 ⇒ 00:31:59.250 Ashwini Sharma: Yeah.

346 00:31:59.370 ⇒ 00:32:08.280 Ashwini Sharma: So, CTA, I’m still working on that model to get, get that active members. Somehow my data is not reconciling with the data that she has shared.

347 00:32:08.420 ⇒ 00:32:16.239 Ashwini Sharma: And there is some logic in the background that they use to filter out that data. It’s not matching by roughly around

348 00:32:16.560 ⇒ 00:32:18.570 Ashwini Sharma: 300 or 400 records.

349 00:32:18.770 ⇒ 00:32:33.660 Ashwini Sharma: So, maybe if we can get in touch with, Catherine or one of the guys who makes that report for her, we can get some additional logic and ask questions, like, why does a record that appear in my model does not appear in…

350 00:32:34.080 ⇒ 00:32:36.680 Ashwini Sharma: in their data, right?

351 00:32:36.680 ⇒ 00:32:37.340 Uttam Kumaran: Yeah.

352 00:32:37.600 ⇒ 00:32:56.480 Ashwini Sharma: And I remember she described, and she also wrote down that logic, right, where there is a bidirectional relationship, but I’m not able to find that bidirectional relationship in any of the tables, right? It’s only unidirectional. One relationship is there, which I can clearly see, but it’s,

353 00:32:56.740 ⇒ 00:33:08.790 Ashwini Sharma: the kind that she explained, that wasn’t there. So, I don’t know, like, I’ll just leave a message, and let’s see when she has some time to discuss it with us.

354 00:33:09.210 ⇒ 00:33:09.810 Awaish Kumar: Okay.

355 00:33:09.930 ⇒ 00:33:13.319 Awaish Kumar: So what, like, what source is that data coming from?

356 00:33:13.720 ⇒ 00:33:16.909 Ashwini Sharma: Well, it’s all in Snowflake. There is a software called

357 00:33:17.030 ⇒ 00:33:21.630 Ashwini Sharma: Impexium, remembers, and they dumped the data into Snowflake.

358 00:33:21.910 ⇒ 00:33:27.470 Ashwini Sharma: And, I’m just running models on top of their data, like, I’ve not even ingested that into

359 00:33:27.580 ⇒ 00:33:30.270 Ashwini Sharma: the Snowflake Raw instance.

360 00:33:32.390 ⇒ 00:33:36.309 Awaish Kumar: Okay, so that instance of Snowflake, which has the members’ data.

361 00:33:36.410 ⇒ 00:33:39.570 Awaish Kumar: Is it from members, or is it from CTA?

362 00:33:40.760 ⇒ 00:33:44.020 Ashwini Sharma: It’s, it’s remembers data, right? So, so, like.

363 00:33:44.270 ⇒ 00:33:52.470 Ashwini Sharma: What they’ve done is a snowflake share mechanism, and they expose a catalog directly inside,

364 00:33:52.670 ⇒ 00:34:05.690 Ashwini Sharma: inside CTA’s Snowflake instance. So it looks seamless, like, it appears to the user, it appears like the database is there in CTA’s instance only, but it’s actually somewhere in different Snowflake instance.

365 00:34:06.990 ⇒ 00:34:08.980 Awaish Kumar: Okay, then what’s the plan? Like, do…

366 00:34:09.940 ⇒ 00:34:17.349 Ashwini Sharma: We have to ingest it, we have to ingest it, right? Let me… Shoulder down, man.

367 00:34:18.750 ⇒ 00:34:20.380 Uttam Kumaran: Give me a second.

368 00:34:20.929 ⇒ 00:34:25.530 Ashwini Sharma: It has a very short, time period.

369 00:34:27.000 ⇒ 00:34:29.649 Awaish Kumar: Right now, you are exploring this data.

370 00:34:30.530 ⇒ 00:34:37.409 Uttam Kumaran: Yeah, yeah, I’m looking into this data, I’ve looked into so many… Yeah, I would ask her… I would ask her, Ashwini, she’ll connect you with those guys.

371 00:34:38.070 ⇒ 00:34:39.580 Ashwini Sharma: Yeah, yeah.

372 00:34:40.600 ⇒ 00:34:41.520 Awaish Kumar: I was just questioning.

373 00:34:41.900 ⇒ 00:34:47.550 Awaish Kumar: stakeholders that are exploring data, and then maybe we… once we are done, we can start to ingest and…

374 00:34:50.610 ⇒ 00:34:51.350 Ashwini Sharma: So.

375 00:34:51.350 ⇒ 00:34:51.940 Awaish Kumar: the process?

376 00:34:51.949 ⇒ 00:35:01.229 Ashwini Sharma: So, we need to find out, like, how we can ingest that, right? Snowflake data. Is there some kind of a tool that can do snowflake-to-snowflake ingestion?

377 00:35:02.630 ⇒ 00:35:05.749 Awaish Kumar: That’s when we are at this point.

378 00:35:05.750 ⇒ 00:35:09.899 Uttam Kumaran: Well, I think Snowflake to Snowflake, like, you should just do a share.

379 00:35:12.270 ⇒ 00:35:14.230 Awaish Kumar: Okay, yeah.

380 00:35:14.450 ⇒ 00:35:16.469 Uttam Kumaran: We should do a private data share.

381 00:35:16.720 ⇒ 00:35:20.200 Ashwini Sharma: Yeah, the share is already there.

382 00:35:20.200 ⇒ 00:35:21.990 Uttam Kumaran: No, no, no, from one to the other.

383 00:35:24.290 ⇒ 00:35:27.599 Uttam Kumaran: It’s already there. Yes, isn’t that… isn’t that already the case?

384 00:35:28.200 ⇒ 00:35:34.200 Ashwini Sharma: Yeah, so, like, the Impexium has shared their data with CDA, right?

385 00:35:34.200 ⇒ 00:35:34.740 Uttam Kumaran: Yeah.

386 00:35:34.740 ⇒ 00:35:41.169 Ashwini Sharma: Snowflake to Snowflake share, so we don’t have to… I mean, we can… we can copy the data from

387 00:35:41.850 ⇒ 00:35:44.940 Ashwini Sharma: remember Snowflake into…

388 00:35:45.270 ⇒ 00:35:48.530 Uttam Kumaran: Yeah. Like, physical copy of the data, right?

389 00:35:49.270 ⇒ 00:35:53.159 Uttam Kumaran: No, no, no, what I’m saying is do a share from that side now.

390 00:35:55.660 ⇒ 00:35:57.179 Ashwini Sharma: Hold on a second, right?

391 00:35:57.180 ⇒ 00:36:03.269 Uttam Kumaran: from the From the Impexium snowflake to the CTA snowflake, do a private data share.

392 00:36:03.720 ⇒ 00:36:06.089 Ashwini Sharma: Yeah, so that is already done, right?

393 00:36:06.090 ⇒ 00:36:06.450 Uttam Kumaran: Yeah.

394 00:36:06.450 ⇒ 00:36:07.899 Ashwini Sharma: my screen, yeah, I know.

395 00:36:11.050 ⇒ 00:36:12.740 Ashwini Sharma: Yeah, you can see this, right?

396 00:36:14.480 ⇒ 00:36:15.190 Uttam Kumaran: Yes.

397 00:36:15.190 ⇒ 00:36:21.599 Ashwini Sharma: Yeah, so, so this, this particular thing, This is in Impexium Snowflake.

398 00:36:22.420 ⇒ 00:36:27.629 Ashwini Sharma: this catalog is Impex Snowflake, but it is exposed here, so when I run a query.

399 00:36:28.010 ⇒ 00:36:32.540 Ashwini Sharma: I can directly query the data, that’s there, and… This catalog, right?

400 00:36:33.340 ⇒ 00:36:38.859 Ashwini Sharma: And it’s seamless, like, it just appears, like, as if it’s just another catalog, right?

401 00:36:39.070 ⇒ 00:36:44.130 Ashwini Sharma: But data is not physically within CTA’s Snowflake instance.

402 00:36:44.980 ⇒ 00:36:52.729 Awaish Kumar: If they got access, or if on their side they delete anything, like, we lose… we will lose the data.

403 00:36:53.760 ⇒ 00:36:55.440 Ashwini Sharma: That is true, yes.

404 00:37:02.870 ⇒ 00:37:03.490 Awaish Kumar: So…

405 00:37:04.390 ⇒ 00:37:07.090 Ashwini Sharma: So, we can set up some scripts that runs once in a while.

406 00:37:07.090 ⇒ 00:37:07.480 Uttam Kumaran: Okay.

407 00:37:07.480 ⇒ 00:37:12.170 Ashwini Sharma: copies the data from this tool. I see. Our Snowflake instance, Yeah,

408 00:37:12.170 ⇒ 00:37:19.179 Awaish Kumar: Might have some copy… Schema, copy table, kind of commands to copy the whole schema over.

409 00:37:20.580 ⇒ 00:37:24.880 Awaish Kumar: maybe utilize that. So we have this, and then we have…

410 00:37:25.910 ⇒ 00:37:29.600 Awaish Kumar: Do we… are we… in the process, are we creating any dbt models?

411 00:37:30.440 ⇒ 00:37:33.500 Ashwini Sharma: Yeah, I’ve created a bunch of dbt models, right?

412 00:37:36.600 ⇒ 00:37:39.100 Ashwini Sharma: Oh… Not this one.

413 00:37:46.510 ⇒ 00:37:47.260 Awaish Kumar: Yeah.

414 00:37:49.560 ⇒ 00:37:56.760 Awaish Kumar: Yeah, my point is, like, in this week, what are we targeting to achieve by the end of this week?

415 00:37:57.390 ⇒ 00:38:03.240 Ashwini Sharma: Yeah, so by the end of this week, we’re trying to achieve… there is one, spreadsheet that she has shared.

416 00:38:04.160 ⇒ 00:38:15.350 Ashwini Sharma: This one. This is the active members with primary representation. This is a sort of a report that they prepare every week on a Monday morning, and it requires two engineers to do this.

417 00:38:15.670 ⇒ 00:38:26.079 Ashwini Sharma: Two full-time engineers, right? So we are targeting to recreate this report with the data that is already there in Snowflake, right? And, yeah, I’m trying to reconcile

418 00:38:26.240 ⇒ 00:38:28.939 Ashwini Sharma: With whatever logic she has explained earlier.

419 00:38:29.090 ⇒ 00:38:35.119 Ashwini Sharma: And, it somehow is more than this one, like, I’m getting around 1500 records, so…

420 00:38:35.500 ⇒ 00:38:37.659 Ashwini Sharma: So, I just want to understand, like.

421 00:38:38.000 ⇒ 00:38:39.560 Ashwini Sharma: What am I not looking at?

422 00:38:43.720 ⇒ 00:38:45.080 Awaish Kumar: basically…

423 00:38:49.280 ⇒ 00:38:50.500 Awaish Kumar: What is he?

424 00:38:59.510 ⇒ 00:39:00.520 Awaish Kumar: Yeah.

425 00:39:00.520 ⇒ 00:39:05.869 Ashwini Sharma: So this week’s target is to recreate a report called Active Members with Primary Representatives.

426 00:39:06.230 ⇒ 00:39:07.850 Ashwini Sharma: Yeah, we can…

427 00:39:07.850 ⇒ 00:39:13.900 Awaish Kumar: Automation… automating that report. I’ll just give you the placeholder, if you can… Add the descriptions.

428 00:39:13.900 ⇒ 00:39:15.640 Ashwini Sharma: I’ll add the details, yeah, sure.

429 00:39:16.980 ⇒ 00:39:24.950 Awaish Kumar: Okay, and then for… I don’t know where we are with Hedra. Do we have any… Updates on…

430 00:39:24.950 ⇒ 00:39:29.670 Uttam Kumaran: Yeah, I need- I need to, send a proposal over.

431 00:39:30.330 ⇒ 00:39:31.450 Uttam Kumaran: That’s on me.

432 00:39:33.550 ⇒ 00:39:39.419 Awaish Kumar: Okay, yeah, then we can move on to Lilo.

433 00:39:40.610 ⇒ 00:39:44.119 Awaish Kumar: Since salmon and, surf water here.

434 00:39:44.690 ⇒ 00:39:45.240 Uttam Kumaran: Okay.

435 00:39:48.500 ⇒ 00:39:49.809 Awaish Kumar: Yeah, Stephanie, what are you going?

436 00:39:49.810 ⇒ 00:39:56.820 Surf’s iPhone: Yeah, I could start here. So, I was pinging the engineering group, and hey, Sam, I’ll get you caught up.

437 00:39:56.940 ⇒ 00:40:02.600 Surf’s iPhone: over the weekend, built out a basic

438 00:40:02.940 ⇒ 00:40:15.759 Surf’s iPhone: framework around how we could deploy applications as a company so that we all kind of, like, march to the beat of our own drum. So basically, it’s a monorepo with the front-end application and the back-end application.

439 00:40:15.790 ⇒ 00:40:28.610 Surf’s iPhone: That automatically sets us up for Google authentication, so it’s basically front-end, it uses, ShadeDN as the UI library.

440 00:40:28.700 ⇒ 00:40:46.430 Surf’s iPhone: And then it has, it uses better auth for auth, so you can connect to, like, any of the auth providers, like, almost automatically. So it has the plugins for Google, so all you have to really do is, like, drop in the environment variables, and then, like, you get an application with authentication, like, immediately.

441 00:40:46.500 ⇒ 00:40:56.939 Surf’s iPhone: So you get front-end, back-end, and then you just have to connect it to a Postgres database, via database URLs. So… I’m actually, Uta, I’m gonna…

442 00:40:57.260 ⇒ 00:41:09.280 Surf’s iPhone: deploy that in the GitHub for, Brainforge, so that we just have it as, like, the base image for when we’re building stuff from scratch.

443 00:41:09.400 ⇒ 00:41:21.939 Surf’s iPhone: And we should have a really good starting point for Lilo with that, because then now, we just have to basically rebuild the functionality into that world, and then we should be good to go.

444 00:41:22.580 ⇒ 00:41:23.450 Uttam Kumaran: Okay.

445 00:41:24.110 ⇒ 00:41:28.639 Surf’s iPhone: Hey, Sam, I know you just got back, and I probably said a bunch.

446 00:41:28.640 ⇒ 00:41:29.880 Samuel Roberts: Yeah, I know, it’s good, I get it.

447 00:41:29.880 ⇒ 00:41:34.550 Surf’s iPhone: Yeah, we could, we could set up some time, to chat further on that.

448 00:41:34.970 ⇒ 00:41:36.119 Samuel Roberts: Definitely, that sounds great.

449 00:41:37.060 ⇒ 00:41:38.320 Surf’s iPhone: Cool, sweet.

450 00:41:39.180 ⇒ 00:41:42.820 Awaish Kumar: Yeah, so now we only have… Remove stuff?

451 00:41:44.720 ⇒ 00:41:54.390 Surf’s iPhone: Yeah, that’s me again. A lot going on there, still. Huh, where’d I start?

452 00:41:54.900 ⇒ 00:42:03.800 Surf’s iPhone: So I have a bunch of calls today with project managers,

453 00:42:04.220 ⇒ 00:42:10.689 Surf’s iPhone: So, I’m doing that, and then I have a call on Wednesday with an India-side dev house.

454 00:42:12.380 ⇒ 00:42:18.130 Awaish Kumar: So there’s just a lot of back and forth. I’m working, like, deeply with the ETL team. I’m talking with them, like, every day.

455 00:42:18.230 ⇒ 00:42:23.509 Surf’s iPhone: We’re still trying to get all of the code.

456 00:42:23.620 ⇒ 00:42:32.160 Surf’s iPhone: And then what I’m doing next is, on the side, I’m trying to spin up the application for…

457 00:42:32.570 ⇒ 00:42:40.950 Surf’s iPhone: Remo, well, Fort Eden, the old Remo application, as we go through whatever the battle is to get the current state of the code.

458 00:42:41.050 ⇒ 00:42:45.130 Surf’s iPhone: So… Handled, but not great.

459 00:42:45.370 ⇒ 00:42:48.220 Surf’s iPhone: is the best I can do there.

460 00:42:48.660 ⇒ 00:42:49.310 Awaish Kumar: Okay.

461 00:42:50.670 ⇒ 00:42:56.009 Awaish Kumar: And, like, you are looking for resources, or Eden looking for, like, new engineers to hire?

462 00:42:56.010 ⇒ 00:43:15.760 Surf’s iPhone: So it’s a lot. I have my engineering team coming on, and then they had me, I did a call with an engineer last week, Friday, that they want to bring on on their side. So we’re bringing him on, too, and then today, there’s two product manager meetings, and then on Wednesday, there’s a dev shop meeting.

463 00:43:16.210 ⇒ 00:43:21.449 Surf’s iPhone: So there’s just a lot of movement overall, like, everything’s just moving.

464 00:43:22.110 ⇒ 00:43:23.070 Awaish Kumar: Okay.

465 00:43:23.070 ⇒ 00:43:30.109 Surf’s iPhone: Yeah, so we don’t… we definitely don’t need any more engineers on the heated remote front. We’re gonna have way too many, way too quickly.

466 00:43:30.260 ⇒ 00:43:32.540 Surf’s iPhone: But, yeah.

467 00:43:35.000 ⇒ 00:43:36.210 Awaish Kumar: Okay.

468 00:43:36.210 ⇒ 00:43:36.890 Surf’s iPhone: Sweep.

469 00:43:39.210 ⇒ 00:43:41.110 Awaish Kumar: Okay, we are good here.

470 00:43:41.790 ⇒ 00:43:45.589 Awaish Kumar: Yeah, I think then maybe discuss,

471 00:43:46.700 ⇒ 00:43:51.800 Awaish Kumar: like, the Eden team can stay, and we can discuss, like, data quality stuff.

472 00:43:52.780 ⇒ 00:43:56.580 Uttam Kumaran: Yeah, okay, but, do we want to talk about anything for AI stuff?

473 00:43:57.010 ⇒ 00:44:01.380 Gabriel Lam: I think the only thing is, I think, Utham, you and I should…

474 00:44:01.680 ⇒ 00:44:05.760 Gabriel Lam: If we have some time to get… chat over the contextual partnership, I think…

475 00:44:05.760 ⇒ 00:44:06.330 Uttam Kumaran: Okay.

476 00:44:06.540 ⇒ 00:44:12.289 Gabriel Lam: Once Sam gets caught up, I’ll follow up with him about migration, and we’ll try to get that out.

477 00:44:12.530 ⇒ 00:44:14.530 Gabriel Lam: Hopefully, this week. Fingers crossed.

478 00:44:16.000 ⇒ 00:44:16.740 Uttam Kumaran: that call.

479 00:44:19.760 ⇒ 00:44:27.569 Uttam Kumaran: Okay, great. Yeah, I would like to just have, like, data folks to talk about Data observability, and…

480 00:44:29.060 ⇒ 00:44:31.439 Uttam Kumaran: Yeah, maybe we’ll just start there.

481 00:44:35.170 ⇒ 00:44:36.279 Samuel Roberts: Yeah. You guys…

482 00:44:38.110 ⇒ 00:44:46.090 Awaish Kumar: why we didn’t catch, like, we did have freshness monitors, but I think maybe…

483 00:44:47.170 ⇒ 00:44:51.090 Awaish Kumar: Over the weekend, we were, like, maybe we were not monitoring it.

484 00:44:51.360 ⇒ 00:44:53.560 Awaish Kumar: And then, yeah, it needs…

485 00:44:54.350 ⇒ 00:45:01.809 Awaish Kumar: finish the process we discussed, like, we need some… On-call rotation-based system, so…

486 00:45:02.140 ⇒ 00:45:06.290 Awaish Kumar: We monitor it regularly, at least on the weekdays.

487 00:45:11.740 ⇒ 00:45:14.670 Uttam Kumaran: Yeah, I guess maybe Ashwini, like… oh yeah, go ahead, go ahead.

488 00:45:15.210 ⇒ 00:45:17.220 Demilade Agboola: I was gonna say, like, they’re actually…

489 00:45:17.370 ⇒ 00:45:35.849 Demilade Agboola: at least in the Eden channel, where we have the monitors, I mean, there are open alerts, but that’s based off the column count and the numbers not matching, which sort of points to this, but there isn’t any pure freshness test. Like, this data is still, and hasn’t refreshed in over 24 hours.

490 00:45:39.750 ⇒ 00:45:40.420 Uttam Kumaran: Yeah.

491 00:45:41.320 ⇒ 00:45:42.100 Awaish Kumar: Good.

492 00:45:47.580 ⇒ 00:45:57.729 Demilade Agboola: I mean, at least for Eden, given that it runs every hour, I think a freshness test of 12 hours, or, like, yeah, should be fine. Like, anything that exceeds a 12-hour gap.

493 00:45:57.730 ⇒ 00:46:05.969 Uttam Kumaran: But I guess, like… I guess, can we pull up that channel? Like, I thought Ashwini, we, like, made a bunch of changes to Eden Metaplane, but we haven’t.

494 00:46:06.500 ⇒ 00:46:07.920 Uttam Kumaran: Implemented them yet?

495 00:46:09.970 ⇒ 00:46:16.389 Ashwini Sharma: So, right now, I’m… I’m working on one particular PR that is going to add a freshness monitor for each

496 00:46:16.700 ⇒ 00:46:20.180 Ashwini Sharma: Each model in, in the mods.

497 00:46:20.320 ⇒ 00:46:29.310 Ashwini Sharma: Eden Martz. And… Yeah, and that is going to check for 9000 seconds of… freshness. So, anything that is…

498 00:46:30.230 ⇒ 00:46:34.700 Ashwini Sharma: That is not updated in 9000 seconds will be reported by, this thing.

499 00:46:34.860 ⇒ 00:46:35.490 Ashwini Sharma: I mean, plus.

500 00:46:35.490 ⇒ 00:46:36.590 Uttam Kumaran: So then what about…

501 00:46:36.590 ⇒ 00:46:37.120 Ashwini Sharma: Yep.

502 00:46:37.280 ⇒ 00:46:47.470 Uttam Kumaran: If you open that channel, Ashwini, do you want to share? If you want to open that channel, there’s all these, like, P0, some monitors and other things. Can we just rem… do you…

503 00:46:47.650 ⇒ 00:46:51.170 Uttam Kumaran: Do you want to just, like, start from scratch and, like, remove all those?

504 00:46:52.570 ⇒ 00:46:55.430 Ashwini Sharma: Sure, once again… Second…

505 00:46:55.920 ⇒ 00:46:58.259 Awaish Kumar: You mean these things, right?

506 00:46:59.370 ⇒ 00:47:00.850 Uttam Kumaran: Well, basically, like.

507 00:47:01.550 ⇒ 00:47:01.940 Awaish Kumar: Okay.

508 00:47:01.940 ⇒ 00:47:09.389 Uttam Kumaran: I don’t… I… I would just say, like, start with the monitors that you’ve implemented. My… my proposal would be

509 00:47:09.790 ⇒ 00:47:16.519 Uttam Kumaran: You’re gonna implement a bunch of monitors, just do those and turn off all the old ones, because if you go to that channel.

510 00:47:16.700 ⇒ 00:47:19.939 Uttam Kumaran: the Urban Stems… the Eden Alerts channel.

511 00:47:20.680 ⇒ 00:47:22.039 Uttam Kumaran: Do you have that one?

512 00:47:22.470 ⇒ 00:47:22.785 Ashwini Sharma: Mmm…

513 00:47:23.100 ⇒ 00:47:23.460 Uttam Kumaran: Okay, okay.

514 00:47:23.460 ⇒ 00:47:25.770 Ashwini Sharma: Eden Data Alerts, this one.

515 00:47:26.100 ⇒ 00:47:27.160 Uttam Kumaran: Yeah, yeah, yeah.

516 00:47:27.410 ⇒ 00:47:30.789 Uttam Kumaran: So this one, it’s like, I don’t even know…

517 00:47:31.270 ⇒ 00:47:37.530 Uttam Kumaran: Basically, when, you know, we want to think about a system that, if something does alert.

518 00:47:37.640 ⇒ 00:47:41.850 Uttam Kumaran: we have to triage, right? Right now, a lot of these, it’s like.

519 00:47:43.490 ⇒ 00:47:48.160 Uttam Kumaran: for me, it’s like, I’m not sure whether these are accurate or not, you know?

520 00:47:50.810 ⇒ 00:47:59.680 Uttam Kumaran: So my… I guess the challenge I’m giving to you is that, like, what do you want to do in general with the entire, like, existing metaplane?

521 00:47:59.820 ⇒ 00:48:04.159 Uttam Kumaran: Do you want to remove old stuff? Do you want to just start with the ones that you’re…

522 00:48:04.500 ⇒ 00:48:06.060 Uttam Kumaran: You’re gonna add…

523 00:48:08.140 ⇒ 00:48:20.109 Ashwini Sharma: Yeah, obviously, we’ll remove some of the… all of the old stuff, but it doesn’t mean that we have to get rid of those monitors, right? The same monitor… some of the monitors might be highly relevant over here.

524 00:48:20.530 ⇒ 00:48:23.250 Ashwini Sharma: Right? A lot of these might be noise.

525 00:48:23.670 ⇒ 00:48:30.299 Ashwini Sharma: But, I’m sure, like, these monitors might be created because there was some thought process going on at that point of time, right?

526 00:48:31.050 ⇒ 00:48:35.580 Uttam Kumaran: But I guess what I’m telling you is… is there’s… there’s nobody… nobody has thought of… I would say…

527 00:48:36.400 ⇒ 00:48:42.609 Uttam Kumaran: like, let me answer that for you, which is, like, no. I think I just set those up, or Awage set those up, like, randomly.

528 00:48:42.800 ⇒ 00:48:50.140 Uttam Kumaran: So, I would… I would worry less about careful in metaplane, versus…

529 00:48:51.020 ⇒ 00:48:58.169 Uttam Kumaran: we cannot have another failure, right? So now it’s like, we had a failure, like, maybe 2 weeks ago.

530 00:48:58.770 ⇒ 00:49:08.260 Uttam Kumaran: And then we had another one now, because we didn’t get the PR out. So, consider this, like, P0P0. Like, we can’t afford another…

531 00:49:08.780 ⇒ 00:49:10.340 Uttam Kumaran: Day of downtime.

532 00:49:10.590 ⇒ 00:49:11.520 Uttam Kumaran: for Eden.

533 00:49:12.410 ⇒ 00:49:16.189 Uttam Kumaran: So I don’t… Like, that’s my… that’s the problem here, you know?

534 00:49:17.550 ⇒ 00:49:21.169 Awaish Kumar: I have shared the link in the chat.

535 00:49:21.390 ⇒ 00:49:29.840 Awaish Kumar: That is basically a freshness monitor, which says that it has been 2 days, This has… hasn’t been refreshed.

536 00:49:30.080 ⇒ 00:49:36.549 Awaish Kumar: And we get an alert, but that just gets spammed by so many alerts that nobody notices.

537 00:49:36.660 ⇒ 00:49:40.810 Awaish Kumar: So we just need to… Thank you.

538 00:49:41.170 ⇒ 00:49:44.519 Awaish Kumar: PPK on what different monitors want to add.

539 00:49:44.960 ⇒ 00:49:48.549 Uttam Kumaran: Yeah, like, Ashwini, nobody owns this right now, so you’re gonna own this.

540 00:49:48.650 ⇒ 00:49:50.499 Ashwini Sharma: That’s what I’m saying. Yep.

541 00:49:50.500 ⇒ 00:49:52.489 Uttam Kumaran: So, this is for you to own.

542 00:49:52.650 ⇒ 00:49:57.930 Uttam Kumaran: You can remove anything that you don’t know, or you haven’t set up, you don’t have context over.

543 00:49:58.050 ⇒ 00:49:59.030 Uttam Kumaran: But…

544 00:49:59.440 ⇒ 00:50:05.560 Uttam Kumaran: My challenge is that the next time there is a… the next time there is a metaplane issue here.

545 00:50:06.440 ⇒ 00:50:09.399 Uttam Kumaran: My expectation is that it’s a real problem.

546 00:50:10.280 ⇒ 00:50:15.120 Uttam Kumaran: And, we actually take that, and we’re gonna start to add the clients into this channel.

547 00:50:15.650 ⇒ 00:50:19.899 Uttam Kumaran: So you can’t… we can’t have mon… we can’t have alerts here that aren’t real.

548 00:50:21.180 ⇒ 00:50:28.410 Uttam Kumaran: Second challenge is… The next time the system has an issue, we have to catch it first.

549 00:50:30.280 ⇒ 00:50:32.690 Uttam Kumaran: So that’s the directive.

550 00:50:34.590 ⇒ 00:50:41.339 Ashwini Sharma: Yeah, yeah. And this time the issue happened because, like, something didn’t work in the GET, and therefore it didn’t get…

551 00:50:42.280 ⇒ 00:50:47.150 Uttam Kumaran: But we didn’t, we didn’t know, like, if I knew that on Friday, I could have updated the payment.

552 00:50:47.300 ⇒ 00:50:49.480 Uttam Kumaran: We didn’t have freshness monitors.

553 00:50:49.790 ⇒ 00:50:51.380 Ashwini Sharma: Okay, okay.

554 00:50:51.380 ⇒ 00:50:55.870 Uttam Kumaran: We didn’t have freshness monitors, and nobody’s looking at this channel because it’s just spam.

555 00:50:56.280 ⇒ 00:50:58.360 Uttam Kumaran: So, we, we, we got jammed.

556 00:50:59.460 ⇒ 00:51:00.439 Uttam Kumaran: See what I mean?

557 00:51:00.440 ⇒ 00:51:01.270 Ashwini Sharma: I could have fixed.

558 00:51:01.270 ⇒ 00:51:02.370 Uttam Kumaran: sit on Friday.

559 00:51:03.790 ⇒ 00:51:08.900 Uttam Kumaran: like, I didn’t… I just, like, didn’t… because… and then, yeah, we didn’t know that this was slow. So, like.

560 00:51:09.170 ⇒ 00:51:12.880 Uttam Kumaran: Whatever your… so, like, stuff needs to go… we need to, like, patch

561 00:51:13.520 ⇒ 00:51:17.920 Uttam Kumaran: We need to, like, do a bunch of stuff here, like, ASAP for this client.

562 00:51:19.060 ⇒ 00:51:24.719 Ashwini Sharma: Okay, yeah. Yeah, okay, let me start with the freshness. I’m going to disable a lot of these monitors.

563 00:51:24.720 ⇒ 00:51:25.720 Uttam Kumaran: Okay.

564 00:51:25.720 ⇒ 00:51:29.500 Ashwini Sharma: If… if… if you think that something should be there, just…

565 00:51:29.610 ⇒ 00:51:35.740 Ashwini Sharma: let me know, and I’ll keep it. Otherwise, I’m just going to delete it, right? And then we’ll recreate it again.

566 00:51:36.070 ⇒ 00:51:43.629 Ashwini Sharma: because there are a lot of monitors over here. There are.

567 00:51:43.630 ⇒ 00:51:49.519 Uttam Kumaran: No, no, I know, but I know, but listen to what I was telling you before, like, we just set it up like nobody’s using them.

568 00:51:50.820 ⇒ 00:51:53.420 Uttam Kumaran: So, it’s up to you to decide

569 00:51:54.060 ⇒ 00:51:55.729 Uttam Kumaran: Whether you want to keep them.

570 00:51:55.990 ⇒ 00:52:02.529 Uttam Kumaran: Or whether you want to remove them. But, like, if… so, like, that’s totally on you. Nobody’s looking at it right now.

571 00:52:02.710 ⇒ 00:52:09.700 Uttam Kumaran: Right? Like, because we… we set this up, like, 6 months ago, we haven’t, like, we just didn’t have time, like, nobody on the team had time to…

572 00:52:09.970 ⇒ 00:52:11.100 Uttam Kumaran: To work on it.

573 00:52:12.260 ⇒ 00:52:24.220 Demilade Agboola: Also, I was gonna ask, the freshness test, do they come through? Because I know the, row counts come through Slack, but the freshness tests come through Slack as well, like, if it fails the freshness test.

574 00:52:26.280 ⇒ 00:52:27.680 Awaish Kumar: But I’m…

575 00:52:30.480 ⇒ 00:52:32.850 Ashwini Sharma: See, it didn’t trigger at all, right?

576 00:52:33.060 ⇒ 00:52:33.680 Awaish Kumar: Should get…

577 00:52:33.680 ⇒ 00:52:45.139 Demilade Agboola: It triggered, like, if you look at one of the individual monitors, you can see that the freshness test, you know, is out of… is high, like, it points out that there’s something wrong there, but there is no… nothing comes through Slack.

578 00:52:45.520 ⇒ 00:52:46.850 Ashwini Sharma: No, no, like, this one.

579 00:52:47.160 ⇒ 00:52:52.640 Awaish Kumar: That’s what I’m looking at, like, the link I shared, if you open it, since 6 of.

580 00:52:53.350 ⇒ 00:52:56.210 Ashwini Sharma: Simply 6… Where have we shut down?

581 00:52:56.210 ⇒ 00:52:57.810 Demilade Agboola: Zoom chat. Zoom chat.

582 00:52:58.570 ⇒ 00:52:59.500 Ashwini Sharma: Direct chat?

583 00:52:59.940 ⇒ 00:53:01.190 Demilade Agboola: Zoom chat.

584 00:53:01.380 ⇒ 00:53:02.310 Ashwini Sharma: Oh, okay.

585 00:53:03.060 ⇒ 00:53:07.980 Awaish Kumar: So, since the 6th of December, it has been saying hi.

586 00:53:08.140 ⇒ 00:53:13.959 Awaish Kumar: And although it is connected to Metaplane Alert’s channel, we didn’t receive the notification for freshness.

587 00:53:16.150 ⇒ 00:53:19.980 Ashwini Sharma: Come on, is this the one, Noish?

588 00:53:20.260 ⇒ 00:53:23.709 Awaish Kumar: Yeah, you can see, like, since it says hi, hi.

589 00:53:28.290 ⇒ 00:53:32.210 Ashwini Sharma: Okay, but this is what? Is this a freshness monitor, or is it something else?

590 00:53:33.200 ⇒ 00:53:34.379 Awaish Kumar: This is a freshness water.

591 00:53:34.700 ⇒ 00:53:36.280 Demilade Agboola: Yeah, that’s the precious winter.

592 00:53:37.760 ⇒ 00:53:44.000 Demilade Agboola: So it goes… it’s expected between 0 to 1 hour 46 minutes. It went as high as…

593 00:53:44.380 ⇒ 00:53:45.640 Demilade Agboola: Yeah, those two days.

594 00:53:45.640 ⇒ 00:53:50.390 Ashwini Sharma: It’s doing it since 612, right? Okay. Where did it send the alert to?

595 00:53:50.900 ⇒ 00:53:54.399 Awaish Kumar: Metaplaners channel. On the right side, you can…

596 00:53:54.980 ⇒ 00:54:00.329 Ashwini Sharma: No, this, this gets directed to, directly to that, this data alerts channel, right?

597 00:54:01.550 ⇒ 00:54:02.919 Uttam Kumaran: It’s the wrong channel.

598 00:54:04.600 ⇒ 00:54:10.790 Awaish Kumar: Yeah, no, it says that… I just searched on Slack, it says, formerly Metaplane alerts, now it is.

599 00:54:10.790 ⇒ 00:54:11.710 Uttam Kumaran: Oh.

600 00:54:14.560 ⇒ 00:54:18.270 Ashwini Sharma: Staff… Where’s that?

601 00:54:19.220 ⇒ 00:54:21.169 Ashwini Sharma: Metaplain Alerts, this one, right?

602 00:54:21.900 ⇒ 00:54:22.600 Awaish Kumar: Yes.

603 00:54:25.300 ⇒ 00:54:29.379 Awaish Kumar: So, correct channel, but we just need to look at the connections, why it didn’t work, and just…

604 00:54:29.900 ⇒ 00:54:33.589 Awaish Kumar: Read another and see if we get the notifications, and that’s…

605 00:54:35.890 ⇒ 00:54:40.159 Awaish Kumar: But we just need, someone to look at it actively.

606 00:54:58.150 ⇒ 00:54:59.630 Ashwini Sharma: Where is the details of this one?

607 00:55:01.720 ⇒ 00:55:02.390 Awaish Kumar: Sorry.

608 00:55:03.800 ⇒ 00:55:05.070 Ashwini Sharma: Metaplain alerts.

609 00:55:05.370 ⇒ 00:55:10.530 Ashwini Sharma: No, this detail was there, right, somewhere. Somewhere we were able to configure, right, this channel.

610 00:55:11.920 ⇒ 00:55:14.780 Uttam Kumaran: Yeah, it’s in, it’s in somewhere, it’s… you have to…

611 00:55:14.970 ⇒ 00:55:15.660 Ashwini Sharma: I don’t know.

612 00:55:15.660 ⇒ 00:55:17.310 Awaish Kumar: In the settings, you have to go…

613 00:55:17.310 ⇒ 00:55:20.349 Uttam Kumaran: Yeah, usually you could just remove it and add it back, probably.

614 00:55:27.150 ⇒ 00:55:28.880 Awaish Kumar: Sleep and food.

615 00:55:29.570 ⇒ 00:55:31.940 Awaish Kumar: It’s in the settings, right?

616 00:55:31.940 ⇒ 00:55:33.640 Ashwini Sharma: Yeah, yeah, I’m setting solidly.

617 00:55:34.290 ⇒ 00:55:36.239 Ashwini Sharma: Yeah, but I’m surprised that.

618 00:55:36.340 ⇒ 00:55:39.450 Awaish Kumar: We are getting some notifications, and… and…

619 00:55:39.750 ⇒ 00:55:42.069 Ashwini Sharma: Yeah, not others, right?

620 00:55:43.850 ⇒ 00:55:47.949 Ashwini Sharma: And if you’re connecting to private channel, please see our DOS for a set of instructions.

621 00:55:48.530 ⇒ 00:55:51.419 Ashwini Sharma: It only allows one? Should I just remove it?

622 00:55:52.280 ⇒ 00:55:53.829 Awaish Kumar: Yeah, you can remove Ed again.

623 00:56:04.060 ⇒ 00:56:04.790 Awaish Kumar: Yeah.

624 00:56:04.930 ⇒ 00:56:05.820 Ashwini Sharma: Tilda.

625 00:56:12.310 ⇒ 00:56:14.120 Ashwini Sharma: Oh, disconnect Slack.

626 00:56:40.600 ⇒ 00:56:42.220 Awaish Kumar: Okay, and one more thing we.

627 00:56:42.220 ⇒ 00:56:43.859 Ashwini Sharma: What is the channel name?

628 00:56:44.490 ⇒ 00:56:47.360 Awaish Kumar: aid in data alerts, you can look in Slack.

629 00:56:47.840 ⇒ 00:56:51.699 Ashwini Sharma: You didn’t data alerts. You didn’t hyphen data, okay.

630 00:57:09.080 ⇒ 00:57:11.710 Awaish Kumar: Okay, while we are here, I…

631 00:57:12.400 ⇒ 00:57:17.000 Awaish Kumar: I just want to discuss that, the robot shader image

632 00:57:17.160 ⇒ 00:57:20.500 Awaish Kumar: Where Mitesh is asking for a customized test.

633 00:57:20.870 ⇒ 00:57:23.509 Awaish Kumar: So we can start exploring that as well.

634 00:57:29.620 ⇒ 00:57:31.310 Ashwini Sharma: Sorry, I didn’t follow that.

635 00:57:32.130 ⇒ 00:57:37.479 Awaish Kumar: Yeah, the robber shared an image in Slack where Mitesh was asking for some data quality checks.

636 00:57:37.480 ⇒ 00:57:39.270 Ashwini Sharma: Oh, yeah, yeah, yeah, yeah.

637 00:57:39.270 ⇒ 00:57:39.940 Awaish Kumar: Oh, ee.

638 00:57:39.940 ⇒ 00:57:40.720 Ashwini Sharma: Like, no.

639 00:57:41.060 ⇒ 00:57:46.609 Awaish Kumar: maybe keep track of those in a… in some Notion doc, where you can say, running client…

640 00:57:47.370 ⇒ 00:57:51.619 Awaish Kumar: data, like, custom quality checks, and then we can try to add it in Metaplan.

641 00:58:06.140 ⇒ 00:58:07.230 Ashwini Sharma: Robot.

642 00:58:16.110 ⇒ 00:58:18.910 Ashwini Sharma: Yeah, yeah, let’s maintain this somewhere.

643 00:58:22.690 ⇒ 00:58:24.159 Awaish Kumar: Yeah, let’s drink it and…

644 00:58:25.100 ⇒ 00:58:28.239 Ashwini Sharma: Do you have a meeting with the Eden folks? .

645 00:58:32.600 ⇒ 00:58:35.759 Awaish Kumar: Do I? No, like, maybe… Robert, how…

646 00:58:37.580 ⇒ 00:58:38.270 Ashwini Sharma: No, because.

647 00:58:38.270 ⇒ 00:58:44.170 Uttam Kumaran: But, like, all of these… but, like, I just… again, like, before jumping to more things to work on.

648 00:58:44.500 ⇒ 00:58:47.739 Uttam Kumaran: We just need to nail the freshness.

649 00:58:47.880 ⇒ 00:59:01.339 Uttam Kumaran: And then nail the tables that we’re… we know are really important. The order summary table, right? Transactions. Just solve that. If you go call them and ask for more requirements, and then it breaks again.

650 00:59:02.390 ⇒ 00:59:05.560 Uttam Kumaran: It’s like, shame on us, right? So let’s just…

651 00:59:05.820 ⇒ 00:59:22.689 Uttam Kumaran: let’s just nail the things that we already know. Awash and Demi can provide all of the core MARTS tables. So we just want, like, all of the stuff we know can’t fail to be monitored. Let’s start… let’s start there. If we can do that this week, that would be great, because we can send that to them, that here’s the changes we’ve made.

652 00:59:24.150 ⇒ 00:59:29.230 Demilade Agboola: Yeah, I think once we… especially the product sales summary table.

653 00:59:30.320 ⇒ 00:59:37.690 Demilade Agboola: By transaction, we have that table. Once we do that table, we do, order summary table.

654 00:59:37.880 ⇒ 00:59:39.070 Demilade Agboola: And maybe…

655 00:59:39.220 ⇒ 00:59:53.729 Demilade Agboola: fact transactions, but fact transactions is upstream of order summary. So if we do other summary and other summary is still, then fact transaction is probably still as well, so I think maybe can just use other summary instead. But if we can limit it to, like, let’s start with 3.

656 00:59:53.900 ⇒ 00:59:56.180 Demilade Agboola: Of 4 tables that are key.

657 00:59:56.290 ⇒ 01:00:01.690 Demilade Agboola: And then over time, we can start to expand it to, you know, a larger list of tables.

658 01:00:03.320 ⇒ 01:00:06.820 Demilade Agboola: So we don’t overwhelm it, and anything that comes up right now is…

659 01:00:07.180 ⇒ 01:00:11.180 Awaish Kumar: The most important thing in the world. Everybody has to drop everything and kind of ensure.

660 01:00:11.430 ⇒ 01:00:13.560 Demilade Agboola: That that alert is taken care of.

661 01:00:14.570 ⇒ 01:00:18.690 Uttam Kumaran: Yeah, like, any alert that comes up, it should be, like, something is wrong.

662 01:00:19.320 ⇒ 01:00:20.160 Uttam Kumaran: Right.

663 01:00:21.210 ⇒ 01:00:34.579 Uttam Kumaran: right now, we have… we have a bunch of… because we don’t… we didn’t have any ownership of it, I think it’s not there. So I feel like we’re good. Like, I think everybody knows. So, Ashwini, I think… are you gonna kind of, like, make a dent into this? We can kind of talk about it later this week.

664 01:00:35.350 ⇒ 01:00:41.120 Ashwini Sharma: Yeah, yeah, I’ll create the monitors. I think the question that I have is, if there is an alert, right?

665 01:00:41.950 ⇒ 01:00:45.610 Ashwini Sharma: who picks it up? I mean, depending on what time of the day it is.

666 01:00:48.790 ⇒ 01:00:54.430 Uttam Kumaran: Yeah, that’s… we should… that’s, I think, a ways we wanted to have a conversation about, like, on-call, right?

667 01:00:54.430 ⇒ 01:00:55.060 Awaish Kumar: Nope.

668 01:00:57.800 ⇒ 01:01:02.420 Uttam Kumaran: I mean, I’m… I would rather let you guys decide.

669 01:01:03.060 ⇒ 01:01:06.069 Uttam Kumaran: Because I… I don’t want to sign up for it, because…

670 01:01:06.310 ⇒ 01:01:14.490 Uttam Kumaran: I’m not that reliable, so I kind of would like to vote that, like, Awash, between you, Ashwini, Demolade?

671 01:01:16.610 ⇒ 01:01:25.659 Uttam Kumaran: you know, you guys kind of decide. Maybe you can talk to Sam as well, if the AI team wants to use the same model, but we have 3 people now that are doing AE work.

672 01:01:25.990 ⇒ 01:01:31.840 Uttam Kumaran: I think it… for you guys to decide, like, what is our on-call, process, right?

673 01:01:34.330 ⇒ 01:01:41.119 Uttam Kumaran: I know we talked a little bit about it, Awash, but I’ll give you… I don’t want to come in and dictate, because I’m not gonna…

674 01:01:42.180 ⇒ 01:01:44.159 Uttam Kumaran: I’m not gonna be the primary.

675 01:01:46.630 ⇒ 01:01:47.630 Awaish Kumar: Yeah.

676 01:01:48.190 ⇒ 01:01:55.539 Awaish Kumar: Okay, we can start discussion, like, mainly I suggested, like, having… deciding on business hours.

677 01:01:55.710 ⇒ 01:02:03.250 Awaish Kumar: Client mainly works on Eastern, we can use some of that junk, like, early…

678 01:02:03.570 ⇒ 01:02:05.429 Awaish Kumar: Like, 4 or 5 hours.

679 01:02:05.980 ⇒ 01:02:11.700 Awaish Kumar: As business hours, and at, then we can select one of us as the…

680 01:02:12.040 ⇒ 01:02:14.450 Awaish Kumar: On-call person, week by week.

681 01:02:15.250 ⇒ 01:02:24.869 Awaish Kumar: And that basically is possible to reply if that alert comes in a business hour. Otherwise, we can next day tell their client that, okay, we found this issue.

682 01:02:25.160 ⇒ 01:02:26.700 Awaish Kumar: And we are working it.

683 01:02:26.840 ⇒ 01:02:27.730 Awaish Kumar: Today.

684 01:02:30.010 ⇒ 01:02:41.249 Demilade Agboola: I think what can be helpful, instead of having someone who’s always on the, just looking out for alerts, especially on weekends, is our jobs run around

685 01:02:41.390 ⇒ 01:02:44.310 Demilade Agboola: 4 a.m, 3 a.m, 4 a.m. Eastern.

686 01:02:44.420 ⇒ 01:02:46.050 Awaish Kumar: And then…

687 01:02:46.050 ⇒ 01:02:57.769 Demilade Agboola: we start distributing reports to the… I don’t know, Ashwin is probably not aware of that, but we have Slack channels where we distribute PDF reports to the stakeholders at, like, 5am. It’s, like, 5am to 6am.

688 01:02:58.040 ⇒ 01:03:02.209 Demilade Agboola: So… any issues get seen by 5 a.m, 6am.

689 01:03:02.330 ⇒ 01:03:05.070 Demilade Agboola: I’m thinking at 4am every day.

690 01:03:05.500 ⇒ 01:03:21.320 Demilade Agboola: we can just go through, so, like, whoever’s on call, the 4am Eastern can just go through and just say, hey, did everything run? Did the GitHub Actions run? Are there any alerts in the alerts channel? And if there’s anything that is weird, we can then send a message and just say, hey.

691 01:03:22.670 ⇒ 01:03:28.450 Demilade Agboola: this is… this is broken, or there’s an issue with this. We are working on it, we are aware of it, and we’re working on it.

692 01:03:28.750 ⇒ 01:03:35.590 Demilade Agboola: I think that might be more helpful, rather than just kind of, like, just checking throughout the entire day.

693 01:03:36.190 ⇒ 01:03:43.530 Demilade Agboola: Because the main thing is for us to at least acknowledge and be ahead of the curve, like, letting them know that we are aware of it.

694 01:03:43.700 ⇒ 01:03:47.890 Demilade Agboola: Before they see any… before they start figuring out something is weird with their data.

695 01:03:49.240 ⇒ 01:03:54.269 Demilade Agboola: Do that even in the mornings, like, these sort of mornings, as well as also during the weekends.

696 01:03:56.000 ⇒ 01:04:03.430 Awaish Kumar: Okay, for example, we did that. Every morning, we come in, send a report, if anything…

697 01:04:03.540 ⇒ 01:04:05.610 Awaish Kumar: We see is… is wrong.

698 01:04:06.130 ⇒ 01:04:13.060 Awaish Kumar: then, like, what we are, like, what I’m talking about is more, like, what if it fails during the day, like.

699 01:04:13.510 ⇒ 01:04:18.019 Awaish Kumar: We… I ship that summary at 9am, but what if…

700 01:04:18.530 ⇒ 01:04:24.049 Awaish Kumar: It fails at 11am, so are we not going to look at it that day?

701 01:04:25.300 ⇒ 01:04:31.119 Demilade Agboola: I think if it fails, more often than not, I think if it happens during the day.

702 01:04:31.930 ⇒ 01:04:40.120 Demilade Agboola: it’s usually cut. There may be a GitHub action failure, or, you know, someone is usually around to see it.

703 01:04:40.370 ⇒ 01:04:44.449 Demilade Agboola: It is possible that we might not see it, to be honest.

704 01:04:44.720 ⇒ 01:04:47.410 Demilade Agboola: But I think, ultimately.

705 01:04:49.070 ⇒ 01:05:02.890 Demilade Agboola: we want to be… I don’t, like, again, like, I just opened my Slack over the weekend, like, yesterday, and I saw, you know, the Eden team asking, you know, do we… something looks wrong, it looked like… it looks like we had a bad weekend, or a bad day.

706 01:05:03.060 ⇒ 01:05:08.290 Demilade Agboola: Even if it’s just us being able to send a message before they start asking those questions, like, hey.

707 01:05:08.450 ⇒ 01:05:13.909 Demilade Agboola: we need to make a change to something. The reports for today might look a bit off.

708 01:05:14.070 ⇒ 01:05:17.130 Demilade Agboola: But we will recirculate the reports once this is fixed.

709 01:05:17.450 ⇒ 01:05:23.589 Demilade Agboola: just that message, I think, will be enough for them to go, okay, the numbers are bad, but, like, we’re not going to worry about it.

710 01:05:23.700 ⇒ 01:05:27.990 Demilade Agboola: But during the day, I think more often than not, one of us will catch it.

711 01:05:28.210 ⇒ 01:05:41.259 Demilade Agboola: And even if we don’t, I think it’s very important I’ll attach it before the next reports go out the next day. I think just having that, like, routine that ensures that no report goes out without us being able to verify that it is good.

712 01:05:47.730 ⇒ 01:05:48.090 Awaish Kumar: Okay.

713 01:05:48.090 ⇒ 01:05:57.390 Demilade Agboola: So if we have a 4AM ET check, and we can rotate that amongst ourselves, especially because we’re… for me, a 4am check would be, like, 11am when I’m back in Europe, so…

714 01:05:57.590 ⇒ 01:06:04.590 Demilade Agboola: It’s not that you get, like, it’s just kind of easy to quickly check, ensure everything is fine, drop your reports if there’s something going wrong.

715 01:06:04.730 ⇒ 01:06:08.999 Demilade Agboola: And that might just be easy for us to, like, just kind of rotate amongst ourselves.

716 01:06:10.940 ⇒ 01:06:14.149 Awaish Kumar: Yeah, that check, I… I agree with, and we can…

717 01:06:14.720 ⇒ 01:06:17.630 Awaish Kumar: Like, we can, like, run that.

718 01:06:18.210 ⇒ 01:06:23.829 Awaish Kumar: But yeah, only I’m still… Considerable, like, during the day.

719 01:06:24.420 ⇒ 01:06:28.820 Awaish Kumar: If… if… what to do for that… that piece.

720 01:06:30.320 ⇒ 01:06:34.300 Awaish Kumar: But we can roll… roll it off with the… with the current check-in.

721 01:06:34.610 ⇒ 01:06:39.810 Awaish Kumar: And if it is not sufficient, we can again retrade over it, I think.

722 01:06:43.450 ⇒ 01:06:44.269 Awaish Kumar: At least we can…

723 01:06:44.270 ⇒ 01:06:44.930 Demilade Agboola: I think…

724 01:06:45.160 ⇒ 01:06:47.779 Awaish Kumar: It’s that, like, we do check-in every day.

725 01:06:48.170 ⇒ 01:06:50.380 Awaish Kumar: And before reports go out.

726 01:06:50.700 ⇒ 01:06:57.510 Awaish Kumar: And if… if it doesn’t… even if that doesn’t work, we can then be more… active on this.

727 01:07:00.150 ⇒ 01:07:01.690 Demilade Agboola: Okay, sounds good.

728 01:07:01.690 ⇒ 01:07:02.270 Awaish Kumar: Okay.

729 01:07:06.580 ⇒ 01:07:13.070 Uttam Kumaran: Okay, yeah, I’ll let you guys, you know, think about it. I think maybe let’s keep having conversations this week. I would like to…

730 01:07:13.310 ⇒ 01:07:21.830 Uttam Kumaran: you know, try to deliver something to Robert to translate, you know, or something a wish that you can help own, and like, hey, how did we take

731 01:07:22.420 ⇒ 01:07:27.999 Uttam Kumaran: this weekend’s issue and the one before, and like, what’s our strategy, you know?

732 01:07:28.350 ⇒ 01:07:29.470 Uttam Kumaran: Okay.

733 01:07:30.210 ⇒ 01:07:34.410 Uttam Kumaran: So, but yeah, Ashwini, just, just think, think narrow, like…

734 01:07:34.830 ⇒ 01:07:37.850 Uttam Kumaran: We just want to make sure that existing issues aren’t happening.

735 01:07:37.990 ⇒ 01:07:46.540 Uttam Kumaran: Versus, like, we wanna… it’s up to you three to form, like, the… The strategy going forward, but…

736 01:07:46.720 ⇒ 01:07:50.820 Uttam Kumaran: The first issue is just to clear up, you know, what’s existing.

737 01:07:55.240 ⇒ 01:07:55.830 Awaish Kumar: Okay.

738 01:07:58.380 ⇒ 01:08:01.070 Uttam Kumaran: Okay, cool. That’s all I had, guys.

739 01:08:02.120 ⇒ 01:08:03.790 Awaish Kumar: Okay, thank you, everyone.

740 01:08:04.040 ⇒ 01:08:04.650 Uttam Kumaran: Okay.

741 01:08:04.650 ⇒ 01:08:05.790 Awaish Kumar: Right next week. Alright. Bye.

742 01:08:05.790 ⇒ 01:08:06.190 Ashwini Sharma: Yeah.

743 01:08:06.190 ⇒ 01:08:07.870 Demilade Agboola: Mark, thank you. Bye.

744 01:08:07.870 ⇒ 01:08:08.510 Uttam Kumaran: Bye.