Lam Research Corp
Lam Research Corporation is a global supplier of innovative wafer fabrication equipment and services to the semiconductor industry. Lam's equipment and services allow customers to build smaller and better performing devices. In fact, today, nearly every advanced chip is built with Lam technology. We combine superior systems engineering, technology leadership, and a strong values-based culture, with an unwavering commitment to our customers. Lam Research is a FORTUNE 500 ® company headquartered in Fremont, Calif., with operations around the globe.
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19.9% overvaluedLam Research Corp (LRCX) — Q4 2023 Earnings Call Transcript
Original transcript
Operator
Good day, everyone, and welcome to the Lam Research Corporation's June 2023 Quarterly Financial Conference Call. All participants will be in a listen-only mode. Please also note today's event is being recorded. At this time, I'd like to turn the floor over to Tina Correia. Ma'am, please go ahead.
Thank you, and good afternoon, everyone. Welcome to the Lam Research quarterly earnings conference call. With me today are Tim Archer, President and Chief Executive Officer, and Doug Bettinger, Executive Vice President and Chief Financial Officer. During today's call, we will share our overview on the business environment, and we'll review our financial results for the June 2023 quarter and our outlook for the September 2023 quarter. The press release detailing our financial results was distributed a little after 1 o'clock PM Pacific Time this afternoon. The release can also be found on the Investor Relations section of the company's website along with the presentation slides that accompany today's call. Today's presentation and Q&A include forward-looking statements that are subject to risks and uncertainties reflected in the risk factors disclosed in our SEC public filings. Please see accompanying slides in the presentation for additional information. Today's discussion of our financial results will be presented on a non-GAAP financial basis unless otherwise specified. A detailed reconciliation between GAAP and non-GAAP results can be found in the accompanying slides in the presentation. This call is scheduled to last until 3 o'clock PM Pacific Time. A replay of this will be made available later this afternoon on our website. And with that, I'll hand the call over to Tim.
Thank you, Tina, and welcome to everyone joining the call today. Lam posted strong results for the June quarter with gross margin, operating margin and earnings per share well above the guided ranges. CSBG, at 47% of revenues in the quarter, continues to stand out as a key area of strength and stability for Lam in an otherwise weak wafer fabrication equipment spending environment. Operationally, we achieved significant improvement in on-time delivery and critical backorder performance in the quarter and now see these metrics back at normalized pre-pandemic levels. Our focus on the resiliency of our global manufacturing and supply chain network is delivering greater predictability in the short term, but more importantly, positions us to scale more efficiently when WFE growth inevitably resumes. Looking near-term, we see WFE spending in 2023 tracking to the mid $70 billion range with the upside coming from domestic China related spending as well as strong growth in high bandwidth memory or HBM related demand. By device segments, we expect overall memory WFE to be down in the mid-40% range compared to last year and non-memory segments to be down approximately 10%. We continue to see the second half of 2023 WFE tracking higher than the first half. While 2023 is a down year for WFE, the long-term growth dynamics for the semiconductor industry are strong. Emerging growth drivers such as generative AI are only in their initial stages of adoption and will be fundamental to driving increased investment in both memory and foundry logic fabs over the next several years. Advanced AI servers have significantly higher leading-edge logic memory and storage content versus traditional servers. And every incremental 1% penetration of AI servers in data centers is expected to drive $1 billion to $1.5 billion of additional WFE investment. This creates tremendous opportunity for Lam as greater etch and deposition intensity is needed to enable higher performance and more scalable device architectures. To ensure we are best positioned to win long term, we have been making significant investments to broaden our product portfolio for processing at the atomic scale. Lam is the established leader in 3D NAND, and we are well positioned to benefit from the move underway to 3D in other device segments. Gate all-around, 3D DRAM and advanced packaging are important 3D inflections that are expected to drive strong SAM and share growth for Lam. Advanced packaging is becoming vital to the performance, power and cost roadmaps of high-performance applications, including generative AI. Customers are increasingly adopting a wide variety of packaging schemes to enable logic and memory integration. Some of these schemes enable up to 50% improved memory density, a tenfold improvement in bandwidth and a 60% gain in power efficiency. Lam has a track record of excellence in the advanced packaging segment with a strong set of manufacturing proven products. Overall, we have greater than 50% market share in deposition and edge solutions required for advanced 3D stacking of high bandwidth memory. More specifically, our SABRE 3D copper electroplating tool and Syndion etch system hold 100% market share across all leading memory customers for through-silicon via formation as a result of our long established expertise in etching and filling high aspect ratio geometry structures. Overall, we expect our packaging SAM to double in the next five years. We also see our market position strengthening as we bring technology and productivity innovation to address emerging opportunities. For example, in the June quarter, we had a critical win for a new inter-die gap fill application at a key foundry-logic customer for their chiplet architecture. As this latest win ramps into production, we will have secured a leading share position for this application across the top three foundry-logic customers. We won this application for a couple of reasons. First, we delivered higher productivity relative to the competition by leveraging our unique triple quad platform architecture and multi-station sequential deposition chamber design. This enables film deposition of greater than 20 microns in a single pass, allowing the customer to run more wafers between chamber clean steps. Second, we delivered superior on-wafer performance, including better film stress management, improved defectivity, and enhanced wafer-to-wafer uniformity versus the competition. As we expand our position in newer high-growth markets like 3D packaging and specialty technologies, we have looked to leverage existing R&D and tools within the Lam portfolio to broaden our product offerings most efficiently. In the recent example, our long-established Kiyo etch platform has proven to be highly suited to applications which are critical to enabling new die-to-wafer hybrid bonding schemes. By delivering better etch profile than the competition, we secured a key win in the June quarter at a leading foundry-logic customer. We are currently the tool of record for a suite of etches and resist strip steps at this customer and expect to start recognizing revenue for the new application in 2023. As this customer continues to shrink packaging dimensions with future hybrid bonding iterations, we have the opportunity to double our revenue with them over the next several years. In another instance, Lam has been working with customers within the specialty segment to port key 300 millimeter etch solutions, including atomic layer etch, to 200 millimeter to overcome challenges in the manufacturing of gallium nitride devices. Adoption of GaN technology is accelerating across multiple applications ranging from high-efficiency charging devices for consumer electronics and automotive to 5G RF infrastructure. However, the fabrication of such devices is complex and requires ultra-low damage etch processes with atomic-scale precision. With our suite of solutions, we can deliver a GaN etch process that improves surface roughness and other material properties that impact device performance. These solutions were developed as a result of Lam's deep understanding of the required technology, as well as key partnerships with customers and research institutions. Longer term, we look to outperform in the trillion-dollar semiconductor industry forecasted for the end of the decade. At Lam, we are executing a strategy to create competitive differentiation by focusing on what we see as three key vectors of rising complexity. First is the technical complexity associated with enabling the transition to 3D device and packaging architectures across all market segments. Second is the support and workforce complexity arising from the expanding geographic footprint, as regionalization efforts build momentum. And third is the sustainability complexity as we responsibly manage the carbon impact of the semiconductor industry as the output grows to $1 trillion. This quarter, we detailed one component of our strategy in a press release for our Semiverse Solutions portfolio of advanced simulation and modeling products. These products are designed to help engineers get to process solutions faster, develop new products at lower cost and collaborate across the global ecosystem with greater effectiveness. We believe that by combining the physical advantages of Lam's diverse global R&D and manufacturing footprint with the virtual development and digital twin capabilities of our Semiverse Solutions, we will be in an excellent position to innovate and outperform as our industry grows into the future. With that, I will turn it over to Doug. Thank you.
Excellent. Thank you, Tim. Good afternoon, everyone, and thank you for joining our call today during what I know is a very busy earnings season. We executed well in the June 2023 quarter with revenue coming in above the midpoint of our guided range and our profitability metrics exceeding the high end of guidance. While we continue to work through a challenging WFE investment year, most notably with very low memory spending, our focus on improving our operational efficiencies is showing up favorably in our results. We're laser-focused on what's in our direct control and executing well. Let me dig into revenue. June quarter revenue came in at $3.2 billion, a decrease from the prior quarter as we expected. Systems revenue declined quarter-over-quarter as we had reduced levels of deferred revenue with the improvement in supply chain constraints. We closed the June quarter with $1.8 million in deferred revenue on the balance sheet, which was a decrease of $165 million sequentially. We've got all the deferred revenue related to outstanding backorder parts completely back to normal levels. As we discussed last quarter though, our deferred revenue balance is currently still at higher than historic levels. The deferred revenue balance includes increased customer cash and advanced deposits tied to orders from newer customers. We expect a significant portion of these deposits to convert to revenue during the second half of calendar year 2023. Let me now turn to the revenue segment details. Memory as a percentage of systems revenue in the June quarter was low at 27%, which was a decline from the prior quarter level of 32% and our lowest concentration percentage for this segment in the last decade. The DRAM segment within memory remained flat at 9% of systems revenue. And NAND came down to 18% of systems revenue, down from the March quarter level of 23%. We continue to expect NAND spending to remain at low levels for the remainder of the 2023 calendar year. And I just mentioned, NAND spending is at the lowest levels we've seen since the advent of the 3D NAND architecture. Consistent with the prior quarter, we see strong concentration of systems revenue in the foundry segment with the June quarter revenue percentage at 47% versus 46% that we saw in the March quarter. Investments were biased towards leading-edge devices. There also continues to be robust spending to support more mature specialty nodes. We had a record level of concentration in the logic and other segment with 26% of systems revenue in the June quarter, compared with 22% in the prior quarter. There was broad-based spending in areas such as advanced packaging, microprocessors, analog, image sensors and power applications. These are areas where we've demonstrated strong momentum with our technology solutions, and I'd just point out that they are broadly distributed geographically. With respect to the regional composition of our total revenue, the China region was 26% of the total, which was up a little bit from the prior quarter, which was 22%. China domestic customers were the majority of the China regional revenue in the June quarter. The result was strong concentration of investments for our customers in the Korea and Taiwan region, which comprised 24% and 20% of our total revenues, respectively, in the June quarter. The US region declined from the record level that we saw last quarter, largely due to the timing of customer projects. The Customer Support Business Group revenue in the June quarter totaled approximately $1.5 billion, which was a decrease of 7% from the prior quarter level and 8% lower than the June quarter in calendar 2022. CSBG represented 47% of our June quarter revenue. This is a historically high concentration percentage, driven largely by continued strength in the specialty node investments which are serviced by Reliant systems business. The Reliant and Spares businesses continue to represent the largest individual portions of CSBG revenues. Both our spares and service businesses had been negatively impacted by low fab utilization levels, particularly at our memory customers. On the profitability side of things, our June quarter gross margin came in at 45.7%, above our guided range and up from 44% that we saw in the March quarter. The quarter-on-quarter increase was related to cost and efficiency improvements, as well as a favorable product mix. We continue to expect to make further progress on our operational execution as we go forward. Operating expenses for June came in at $590 million, which was down from the $608 million in the March quarter, although it was a little bit higher than our original estimates coming into the quarter. Investing in research and development continues to be a top priority for Lam, with over two-thirds of our operating expense concentrated in R&D. We're focused on extending our product differentiation and ensuring that our competitiveness remains very strong. The June quarter operating margin came in at 27.3%, which was over the guidance range largely because of our strong gross margin performance. The non-GAAP tax rate for the quarter came in low at 7.5% due to a more favorable jurisdictional mix of income and provision true-ups that occurred at the end of our fiscal year. We estimate the tax rate for the remainder of the 2023 calendar year will be in the low to mid-teens level. And as always, this rate will have some fluctuation quarter to quarter. Other income and expense for the June quarter was approximately $7 million in expense, consistent with the prior quarter amount and primarily related to our strong cash balances, as well as higher interest rates. And I'd just point out, from a return on cash standpoint, we're now realizing higher interest rates on our cash balances than we're paying on the longer-term duration debt in our capital structure. And as we've discussed in the past, OI&E is subject to market-related fluctuations that will cause some level of quarterly volatility. On our capital return activities, we allocated approximately $906 million to open market share buyback and we paid $232 million in dividends in the June quarter. We have $3.5 billion remaining on our Board authorized share buyback plan. For the June quarter, we returned 109% of free cash flow, and we're very much in line with our long-term capital return plans of returning 75% to 100% of free cash flow. June quarter diluted earnings per share came in at $5.98, over the high end of our guidance range. This was enabled from stronger revenue, improved gross margin and that lower tax rate. Diluted share count was 134 million shares, on track with our expectations and down from the March quarter. Let me now pivot to the balance sheet. Cash and short-term investments, including restricted cash, totaled $5.6 billion, which was flat with the March quarter. Days sales outstanding were 80 days in the June quarter. June quarter inventory turns came down from the prior quarter level of 1.9 times to 1.5 times. While we did bring inventory down slightly during the June quarter, the balance is elevated from historic levels. As business volumes reduce, we need to cancel a significant volume of purchase orders with our suppliers. As we work through these cancellations, we're taking more inventory than we need in the near term. This ongoing process will keep inventory higher than we'd like this year, frankly. We do expect inventory to come down though, albeit more slowly than we may have historically been able to drive it to. Non-cash expenses for the June quarter included approximately $68 million in equity compensation, $76 million in depreciation and $14 million for amortization. Capital expenditures were $79 million, which was down from the March quarter by approximately $41 million. Spending mainly centered on product development activities and our global lab infrastructure. We ended the June quarter with approximately 17,400 regular full-time employees, which was a decrease of approximately 1,300 people from the prior quarter. Most of this decrease is related to the restructuring actions we took earlier in the calendar year, with the timing of the headcount reduction showing up in the June quarter. Overall, we're on track with our transformation initiatives to improve our operations. And as we stand at the end of the quarter, we incurred approximately $143 million year-to-date out of an anticipated $250 million estimated range for calendar year 2023. Let me now turn to our non-GAAP guidance for the September ‘23 quarter. We're expecting revenue of $3.4 billion, plus or minus $300 million. Gross margin of 46.5%, plus or minus 1 percentage point. This improvement in gross margin is a function of our operational efforts as well as a beneficial mix. Operating margins of 28%, plus or minus 1 percentage point. We're purposely spending a little more in R&D in the second half of 2023. And finally, earnings per share of $6.05, plus or minus $0.75, based on a declining share count of approximately 133 million shares. So, let me summarize. The results this quarter demonstrate, I think, that we're on a solid path to strengthen our operations and our profitability profile. We're improving and optimizing all elements of the company and solidifying Lam's business foundation to ensure we're well positioned for outperformance when WFE growth resumes. And I'll just reiterate what Tim said. We continue to see WFE a little bit second half weighted this year.
Operator
Ladies and gentlemen, at this time we’ll begin the question-and-answer session. Our first question today comes from Harlan Sur from JPMorgan. Please go ahead with your question.
Hi, good afternoon and congratulations on the solid execution. As we progress through this weaker period for the industry, right, the activity level can be quite noisy, but there will come a period of stabilization of fundamentals and business trends, right, fundamentals being the things that you can track, like your customers' utilization and business-wise, the level of pushouts, reschedules and cancellations. So, I guess, with that, has the team seen utilizations starting to stabilize, albeit at low levels? And has the rate magnitude of shipment pushouts, rescheduling also come down to more normalized levels?
Thank you, Harlan. I think it varies by market segment, but we have recently heard from some customers about further cuts in utilization within specific device segments. It appears that this trend is slowing down, as most of the reductions made in the first half of the year have started to take effect. In some ways, our efforts to normalize operations are making the business more predictable. I believe the same is true for our end markets and customers, as they are beginning to understand the impact of the cuts and capital expenditure reductions that have already occurred. We have also slightly adjusted our guidance for WFE from low to mid-70s to mid-70s, indicating some strength in certain parts of the market, particularly in HBM. Additionally, we have noticed some domestic spending in China. Overall, I feel that we are reaching a point where businesses can anticipate market conditions more reliably than they could six months ago.
And Harlan, this is Doug. Maybe the only thing I would add to what Tim said is we haven't really seen utilizations getting any better, quite frankly. You'll remember on the call last quarter we talked about, you'll see that from us in our spares and service components of CSBG. And as we sit here today, you're not seeing that at this point. So it's at a fairly low level and we really don't see it getting any better in the near term.
And the only other thing that we have said that when you think about especially utilization improvements in the memory space, we would anticipate Lam being the first to sort of benefit from utilization turning back on, just given our exposure in that space and the impact that it's had on our spares and service business through the first half of this year.
Appreciate that. And then, I also appreciate you guys highlighting the advanced packaging opportunity. I think it's quite timely right, because you guys called out a slightly better memory WFE trends due to strong HBM DRAM demand. So you guys benefit both in your core memory silicon tools and now your advanced packaging portfolio as you outlined, right? But just given the overall sort of recent and strong demand pull for accelerated compute and AI capabilities, I mean this is driving advanced packaging demand across CPU, GPU, networking, memory, right? And so, your customers are capacity-constrained here. So do you guys anticipate your advanced packaging segment to grow this year? And can you just give us some sense on how big this segment is for Lam?
I don't think we've quantified this business externally, but it is growing, particularly in areas like etch for TSVs, copper plating for filling those TSVs, and essentially everything related to the construction of that advanced packaging structure through etch and deposition. This is currently a strong segment of our business, especially considering the weaknesses we've observed in other parts of the market. Thanks, Harlan.
Operator
Our next question comes from CJ Muse from Evercore. Please go ahead with your question.
Yeah. Good afternoon. Thanks for taking the question. I guess first question, Doug, last quarter you talked about expectations for 100 bps improvement at least exiting the year. You've clearly blown that away. So curious how much of that in the guide for September is due to mix versus kind of greater efficiencies that you've garnered? And what is kind of the new exit rate that we should be thinking about for calendar '23?
Yes, CJ. I believe if you speak with the leadership team at Lam, they would express satisfaction with the operational efficiencies we've achieved, and it has happened faster than I anticipated. We have certainly exceeded the 100 basis point improvement. However, I want to mention that there is a part of the September numbers that is related to the mix. I won't quantify it exactly for you, but we are performing very well operationally. I'm not quite ready to provide guidance for December yet, but I would say we're quite pleased with our current position and we've surpassed the 100 basis point improvement we discussed during that January call, if I remember correctly, when we first mentioned it.
Great, thank you. I guess the second question relates to CSBG. And how are you thinking about sustainability of Reliant? And then, as you kind of contemplate the timing of utilization picking up for memory, how do you see kind of a hand-off maybe from one part of the business to the other and how we should be modeling CSBG into September and beyond?
Yeah. I think that as you pointed out, I mean, obviously there is a Reliant component that's right now is quite strong. I talked about sort of specialty technologies, I mean we're seeing still quite strong demand for our products across all of those different segments. Utilization driving spares and service to much lower levels than we've historically seen. And so, I think as people talk and worry about roll-off in the specialty technologies, maybe that does come at the time that the utilization picks up in the leading-edge and the memory fabs. But actually at this point, I would say we haven't yet seen demand for those trailing edge technologies to really be rolling over. I mean demand is still quite strong for us, we're focused on new applications, new tool types and it's just not something that we're ready to forecast yet, although, again, as we've said nothing grows forever, but the broadening it feels pretty good to us right now.
So we should be modeling CSBG up in September?
CJ, I guided you to $3.4 billion in revenue, you can do whatever you'd like to do with the competition. You've got the total number.
Thank you, Doug and Tim. Appreciate it.
Yeah.
Thanks, CJ.
Operator
Our next question comes from Krish Sankar from TD Cowen. Please go ahead with your question.
Yeah. Hi, thanks for taking my question. And I have two questions. First one, maybe for Tim or Doug. Kind of curious, at SEMICON West a few weeks ago, Tokyo Electron spoke about a cryo etch product and I remember you had spoken about it a couple of years ago. So I'm kind of curious how to think about your high aspect ratio etch market share. And my understanding was, a lot of it is geared towards 3D NAND and obviously NAND spending is at very low level. So I'm kind of curious, number one, how to think about your high aspect ratio market share and the cryo etch product, et cetera in that route? And then I have a follow-up.
Thank you, Krish. I'll address it first. As you've mentioned, NAND spending is currently very low, down more than 75% year-on-year. Regarding cryo etch, I would like to emphasize that Lam is the only company currently producing cryo etch in high volumes. This is an area where we hold significant strength, backed by hundreds of chambers of experience. We lead in high aspect ratio etch. Although competitors have spoken about a DTOR position for a memory customer for future nodes at a recent conference, everyone on this call knows that customers typically engage multiple vendors during the R&D phase for critical applications. Our production decisions are still some time away. In terms of Lam's competitiveness, we leverage our extensive experience from years in this field and have developed a strong technology roadmap. We are in active discussions with customers on various hardware and process innovations. Most importantly, we remain the only vendor with a large installed base, providing us daily insights on how to transition processes from R&D to high-volume production, which is crucial for market share. While we do not win every decision, especially not always at the DTOR stage, we are very confident about maintaining our leadership and market share in this sector.
Got it. Got it. Very helpful, Tim. And then just a follow-up on the advanced packaging. I understand you did mention the packaging SAM could double. And you spoke about the Syndion for TSV etch and SABRE 3D for metal deposition. And if I remember, when I went back, looked at my notes, in 2015, you said it will be like a $200 million to $300 million opportunity. And then I think last you folks updated this in 2020 where you had said Syndion and SABRE actually doubled since then. I'm kind of curious. I understand a lot of it goes to HBM and all those things. So from that old realm of advanced packaging, how to think about the opportunity from here? And also for AI, my understanding is some of your ALD for high-k metal gate where DRAM can also be used. So if I put it altogether, is there a way to quantify where your Syndion, SABRE revenue numbers are today and how to think about it? And also, how to think about ALD for high-k metal gate? Thank you.
We used to discuss a couple of hundred million dollar opportunity, and if that doubles, it puts us in the hundreds. It's growing from that point and is becoming a significant business for us, although we haven't specifically quantified those two products. What you can take away is our market share position. It's well known that HBM and 3D chip stacking relate to other aspects of advanced packaging, which is a rapidly expanding part of our business. While I can't provide you with our forecast for those markets, you can consider how chip stacking and 3D packaging are gaining traction. We hold 100% market share, and we're very pleased with what's happening in that sector.
Krish, I want to add that we previously estimated the market size to be a few hundred million dollars, not billions, just to give you some context. This is a rapidly growing segment of our business, as Tim mentioned. It's important to recognize that there's a lot of excitement surrounding high-bandwidth memory and its role in enabling AI, and we are right in the midst of all of that from a packaging perspective.
Krish, I believe that in this environment, those are the tools that people are actually requesting for faster deliveries. This gives you an indication of demand in that market.
Got it. Got it. Thank you, Doug. Thanks, Tim.
Operator
And our next question comes from Tim Arcuri from UBS. Please go ahead with your question.
Thanks a lot. Tim, there's been a lot of debate that I hear on NAND WFE. And obviously, you have the highest share of all the major vendors. And you used to give this model that suggested $14 billion to $15 billion per year to drive sort of mid-30% bit growth, and there was some sensitivity around it. But since then, a lot of the producers have been basically down ticking on long-term NAND bit growth, Micron is now saying low 20s. So if you kind of use that old model, you get to something like $11 billion to $12 billion per year to drive low 20s bit growth. I know you've talked about more steps and so that number has gone up. But that's just optically, it's not a ton higher than the $9 billion or so that we're spending this year. And so I keep on getting a ton of debate in terms of just how much NAND WFE is going to come back. So I'm not asking you for a new model, but can you sort of like handicap what's changed vis-a-vis that old model in a market where bit growth seems to be lower going forward?
I believe there is considerable debate regarding the long-term growth in the NAND sector, especially with emerging applications. I won't contradict our customers' forecasts as our strong market position enables us to meet their technology roadmaps and volume needs. Currently, NAND spending is quite low, and while I can't disclose specific figures, it would need to increase significantly to align with models we've discussed. For Lam, the complexity of multi-tier stacking actually expands our opportunities through various processes we've previously mentioned, such as stress management and different fill techniques. Therefore, even if the market doesn't improve drastically, Lam is positioned to perform much better than we are currently in this low spending climate. We anticipate releasing a new model once we have a clearer picture of end demand, but that's all I can provide at this moment.
Thanks, Tim. Doug, as a follow-up, how is your inventory situation evolving? I assume it's still affecting gross margin, and you mentioned it will decrease slowly as we head into the latter part of the year. Can you specify how much it's impacting the margin, given the high costs associated with these parts? Also, when do you anticipate reaching a normalized level where it no longer hinders the margin? Thanks.
I don't see our current inventory as an immediate burden on gross margin. While it may hinder improvements, we need to utilize the existing inventory before we can negotiate down the costs of new products. This is the correct perspective to have. I don't consider it a short-term drag. Although we plan for a gradual decrease in inventory, it will be slower than in the past due to the cancellation of many purchase orders, which means we might end up with more inventory in the near term. We will work through this over time, but it may extend the timeline for reducing inventory compared to previous efforts. I expect it to be somewhat sticky throughout the year, with improvements noticeable as we move into next year.
Thanks, Doug.
Yeah. Thanks, Tim.
Operator
And our next question comes from Brian Chin from Stifel. Please go ahead with your question.
Hi there. Good afternoon and thanks for letting us ask a few questions. Maybe just to backtrack on the increase to WFE this year of the, let's call it, $2 billion to $3 billion increase, is that mainly situated in second half? How should we think about, I guess, timing between calendar 3Q and 4Q? And I guess how much of the upside is HBM oriented?
Yeah, Brian, I guess what I'd say is it is a little bit second half weighted, and the things we pointed to in our scripts were a little bit of upside in China, China domestic and a little bit of high bandwidth memory. I don't think we're going to put a quantification between the third quarter and the fourth quarter of the calendar year, except to say it's a little bit second half weighted.
Okay. That's fair enough. Maybe for my follow-up, clearly, there's a lot of focus on high bandwidth DRAM. But Tim, I was wondering, could you interject maybe your thoughts on the role of the role that SSD and flash storage might play in generative AI? And I'm sure that's factored into sort of that 1% penetration for AI servers in kind of $1 billion to $1.5 billion WFE investment?
It is. And I think that was even in my answer to the last question was, I think there's still a lot of debate as to how much storage really gets driven in this, but we're a believer that there is some element of demand driven there. I think that when we think about DRAM, there's a couple of things at play in terms of what drives it. One is, of course, the HBM also increases die size, I think, as you know. And that leads perhaps even greater WFE increase associated both with the silicon side of that as well as the packaging side. I'm not sure that same dynamic exists on the NAND side, but in terms of consumption, it feels like there should be some. But again, I'm willing to sort of let this play out a little further to see what the new model should be. And we talk closely to our customers to see what they're seeing in the marketplace as well.
Yeah, Brian, this is Doug. I don't know if this helps. But when I look at like the composition of some of these AI servers, nominally, there's roughly eight times the DRAM versus an enterprise class server and three times demand from a storage standpoint. I don't know if that will help you get your head wrapped around it. But DRAM is clearly a little bit more enabling on the compute side, but storage picks up also.
Okay. Got it. And probably scale out of these language models probably also could increase that storage potential over time. But thanks for your inputs. Appreciate that.
Thank you, Brian.
Operator
Our next question comes from Toshiya Hari from Goldman Sachs. Please go ahead with your question.
Hi, guys. Thanks for taking the question. Tim or Doug. Just on China, I was hoping you guys could give a little more color in terms of what you're seeing on the ground. Doug, I think you said China was 26% of revenue and a big chunk of that was domestic. What’s sort of the makeup by application, foundry, memory and other? And I guess, importantly, how should we think about sustainability going forward? It's really hard to tell from our standpoint, just given the spend is so strategic, right? It's not necessarily tied directly to near-term economics. So it's hard for us. But in terms of what you're hearing from customers, what is the feedback? And how much visibility are they giving you going forward?
Yeah. I think that it's split. I mean, obviously, on the domestic China side between some memory investments as well as a lot of specialty technologies, trailing edge focus on end markets, I think we're all familiar with automotive and industrial and those types of markets. As you mentioned, it's strategic. I mean, these are customers that are giving us long-term forecasts. Doug talked last quarter about deferred revenues are impacted by some of the down payments, at least within the visibility horizon that we need, we feel we have a pretty good view of a fair bit of investment that continues in China, especially in those specialty technology markets where new fabs are emerging to try to capture some element of those trailing edge end markets.
That's helpful. Thank you. And then as a follow-up, maybe one for Doug on gross margin. You talked about operational efforts and initiatives a couple of times. What exactly are you doing today? I know there's no ending to things like this, but which inning are you in, in terms of reaping some of the benefits? And you used to talk about Malaysia as a headwind a year ago, 1.5 years ago, where are you with the ramp there? And how should we think about the tailwind as volumes recover going forward? Thanks.
Yeah. I think, Toshi, the way to think about it is business is down. Right now, we're not really growing anywhere. I think as we see growth come back, whenever that is, the pivot to that Malaysia factory, which has an opportunity to do more than it's doing today, will be largely what you see from us. Now maybe to help with the restructuring activities, we embarked on plans to kind of restructure the cost footprint of the company. And maybe the best way to think about it, I've given you a forecast. We think we're going to take charges of $250 million at this point. We've taken $143 million at the end of the last quarter. So we still have some things we're working on. Although I would tell you the workforce portion of it is complete. We're done with that aspect of it. So that's behind us, we believe. So there's just some other things you're doing around looking at product, repositioning inventory, maybe a little bit of infrastructure stuff, we are embarked upon what will be a multiyear digital transformation initiative at the company, which will deliver efficiencies over the next several years. So there's a handful of things that are still coming in the future, I guess, is what I would describe.
Appreciate the color. Thank you.
Thanks, Toshiya.
Operator
Our next question comes from Atif Malik from Citi. Please go ahead with your question.
Hi. Thank you for taking my questions. I have two questions on leading-edge investments. I thought you gave an interesting data point that 1% AI server adoption leads to $1 billion to $1.5 billion incremental WFE. When I listened to the major foundry in Taiwan, they talked about 50% AI semi growth rate in the next few years but we did not really raise any CapEx this year. And we believe AI server adoption is probably like high single digit, 8%, 9%. So what explains the discrepancy in terms of not seeing a lift in leading-edge investments from the higher server adoption? Maybe it's just underutilization in other end markets.
I believe we are making long-term projections here. You are correct about the composition of AI servers. In the short term, we are not going to see a significant increase in WFE. This growth will happen over the next several years. Server volumes currently represent a small percentage of total servers, and while that percentage is expected to increase, it won't happen as quickly as one might expect. It requires capital investments to meet future demand, which will not manifest meaningfully in the short term.
I believe we are aligned with the timeline you mentioned, focusing on both the first and second halves of next year. These developments typically progress gradually, and I think we are reaching a stage where gate all-around will become increasingly significant. We will observe growth in some traditional products that are grouped with others. Additionally, there are specialized products we've discussed, such as selective etch, which consists of tools designed specifically for applications like gate all-around. I anticipate that these segments will experience accelerated growth as we progress through 2024 and into 2025. So, it seems we might be at a crucial turning point. However, we're not prepared to provide guidance for 2024 yet, although some of these technology trends are beginning to work in our favor.
Thank you.
Thanks, Atif.
Operator
Our next question comes from Joe Moore from Morgan Stanley. Please go ahead with your question.
Thank you. I wanted to follow up on the question about China. How have last year's export controls affected your business there? Your China operations have performed well despite the challenges. Have the restrictions been as you expected? Is there anything unexpected? Additionally, there are ongoing discussions about potential further controls. Do you have any insight into what that might entail?
Yes, Joe, we previously discussed that the impact on our business this year would be between $2 billion and $2.5 billion, especially around the October 7 announcement. We clarified earlier this year that since we were able to make some shipments for trailing etch memory, which we weren't initially sure we could do, we now estimate the impact closer to the $2 billion figure. That remains our projection for the effect of last year's October 7 restrictions on our revenues. Meanwhile, as China has redirected its investments towards areas like trailing etch, foundry logic, and some trailing edge memory, we've noticed a slight uptick as we progress through the year. As for future regulations, I can't provide specifics on what may happen. We have a team in Washington DC engaged with the government to ensure they are informed about our business and the semiconductor industry's details, and that's the most we can do at this time.
Okay. Thank you very much.
Thanks, Joe.
Operator
Our next question comes from Vivek Arya from Bank of America. Please go ahead with your question.
Thanks for taking my question. Tim, I'm curious, what should be the signs we should look for, for when memory utilization starts to pick up? And when orders to you guys start to improve? So if you look at historical trends, should we be waiting for like one quarter of pricing improvement, two quarters of pricing improvement? Just what are kind of the external metrics we should be keeping an eye on to try and predict when memory WFE should start to pick up?
It can be a bit challenging to determine, but generally, improvements in memory pricing tend to stimulate customer interest in using the fab more extensively. A clearer insight can be gained from our CSBG spares and service business; an increase in these figures indicates that fabs are being utilized more and consuming more spares and services. This is why I noted earlier that we expect to be among the first to benefit from a recovery in memory, as the utilization cuts in memory fabs have deeply affected the spare and service aspect of our business more than anticipated. When these fabs resume operations, we expect that revenue to return, which should serve as an early signal in Lam's reported numbers regarding the situation.
I guess that was really the origin of the question because from what I heard on the call, I think you were suggesting there is a scenario in which CSBG revenues do start to pick up sequentially in the next quarter. But then you mentioned that the visibility around memory utilization, right, is not there from an industry perspective. So is there still a delta between the two?
Vivek, we did not suggest CSBG is picking up in the next quarter. That was not a statement anybody on the call made. So if we said something that led you to that conclusion, maybe we misspoke or perhaps you misinterpreted something else we said.
Okay. Sorry. Maybe I misheard. Then maybe for my second question, Doug, the gross margin upside in Q3, right, it was quite sizable. I don't remember the last time you had such a strong gross margin upside. I think you mentioned something along the lines of mix. Is that mix unsustainable? Like is that likely to reverse, right, at some point? What is the right way to think about the sustainability of gross margins at these levels? So let's say if you assume that your sales continue to grow sequentially, then can gross margins continue to be at plus minus these levels? Or is there something that would dramatically change in the mix to change the trajectory of gross margins?
Vivek, I don't know if there's anything I'd point to that is dramatic. I suggested two things. One, our operational efforts in terms of just efficiencies and whatnot, it is maybe a little further ahead of where I thought it would have been. And I did point to favorable mix in the current quarter. You always see mix up and down, both products as well as customer mix. We're benefiting a little bit in the September quarter. I don't know if you'll see that same magnitude of mix benefit in December. The operational stuff, we will. I wouldn't run too far away from where we are right now into the near term anyway. But I would tell you, I'm very pleased with what we've been able to execute and the things that are in our own control, we've done extremely well.
Thank you.
Thank you.
Operator
And our next question comes from Stacy Rasgon from Bernstein Research. Please go ahead with your question.
Hi guys. Thanks for taking my questions. For my first one, you talked about the bulk of the China $1.8 billion in deferred selling through in the second half. How much of that $1.8 billion actually is coming from China? And how much of that do you actually see yourself recognizing in the second half? And is it more in Q3, Q4? Do you have any idea on the timing of that?
Yeah. I've never said how much of it is in China. I've described it as newer customers, right? Customers that are new that we're not exactly sure of the creditworthiness, we require cash in advance before we build the tools. I haven't put a number on how much of it is China. Although a decent amount of it is. And what I said on how much that turns to revenue, as I said, the majority of it turns to revenue in the second half of the year.
So, like, you have $1.8 billion of revenue that will be recognized in the second half from that deferred? Like, what would be the normal amount?
No, Stacy, there's a normalized level of deferred revenue that's always here, always has been here, and you should expect to always be here. It's probably $750 million to $1 billion on a regular basis, I think, is what you've seen from us in the past. I wouldn't expect it to be too different than that. We've just got a lot of this cash in advance payments right now. That's why it's elevated.
Got it. Thank you. For my second question, so you're talking memory WFE down in the mid-40s. Can you give us a feeling for how you see DRAM versus NAND breaking out in that? And whether or not your views on both of those have changed over the last 90 days versus like where we were a quarter ago?
NAND has clearly been facing the most significant challenges, with a year-on-year decline of about 75%. In comparison, DRAM has seen a decrease in the mid-40s range. However, we are observing a slight improvement, particularly with HBM, and there are signs of renewed optimism on our end that DRAM might be the first to bounce back due to these trends. We've recently heard from some customers about additional cuts in NAND just within the last day.
Like, do you think utilization in DRAM is still falling?
It's still at a pretty low level, Stacy.
Okay, got it. Thank you.
You're welcome.
Thanks.
Operator
Our next question comes from Blayne Curtis from Barclays. Please go ahead with your question.
Hey, thanks for squeezing me in. Maybe just following back up on what Stacy just asked. I was just kind of confused, you raised the outlook for WFE by a couple billion dollars, and it seemed like it was memory, that was the inflection. But then when you talk about memory, it seems like NAND is kind of flattish. And I'm just kind of curious how much of the increase is there in DRAM? Or is really the growth you're seeing in September more kind of this China part that Stacy was just asking about?
Yeah, Tim pointed to two things. A little bit more in China and high-bandwidth memory as it's not a huge uptick in WFE, but those are the contributors.
Got you. And then I guess, I just want to understand, there's two moving pieces in foundry logic, and you've seen some delays at the leading etch. Can you just some commentary between those moving pieces, kind of the non-China piece, what are you seeing for the back half of this year?
We described in generally, when you look at WFE down, where it is memory is down mid-40s, and you probably know kind of where that is run rating suggested foundry logic looks like it's down roughly 10%. And yeah, you're right, just been a little bit of a softening in leading edge foundry logic. We talked a little bit about that last quarter. I'm not sure we're describing anything incremental. Perhaps we saw some things others didn't see sooner than they did. But that's how we see things setting up right now.
Okay. Thanks, Doug.
Thanks, Blayne.
Operator, we have time for one more question please.
Operator
And ladies and gentlemen, our final question will come from Vijay Rakesh from Mizuho. Please go ahead with your question.
Hi. I have a question about the wafer fabrication equipment for next year. Do you have any insights on the potential contribution of the new onshore greenfield fabs to capital expenditures for next year?
I believe that since we are still in the middle of this year, it is too early to discuss 2024 in terms of absolute numbers. However, as we progress over the next couple of years, I mentioned that our regionalization efforts are gaining momentum. I anticipate that this will become a significant factor in spending, not only here but in other regions as well.
Got it. On the AI side, you've highlighted packaging as a significant aspect of the roadmap. Regarding CoWoS packaging, what are your thoughts on your exposure there and how you anticipate that growing next year? Thanks.
Yeah. I mean everything related to advanced packaging is growing right now. And I would say Lam's exposure kind of across the board in etching deposition is very strong. So I called out specifically HBM, but you're right. I mean when you look at the importance of things like CoWoS-2 and AI packaged systems, our exposure there even broadens further to the types of tools that we sell in there. And I mentioned this point, if people caught it, even in advanced packaging, we're having to invest in new technologies for atomic-scale processing. And so you can see things like ALD being used in advanced packaging now. And so we're really in a world where ALD is being used for advanced packaging, ALE is being used for 200-millimeter GaN. I think that it is creating tremendous opportunities for Lam to leverage our really broad portfolio of technologies for all these new emerging growth opportunities. And it's pretty exciting.
Got it. Thank you.
Yeah. Thank you.
Thanks, Vijay.
Operator
And with that ladies and gentlemen, we'll be turning the floor back over to the management team for any closing remarks. And management, are you able to hear me? Ladies and gentlemen, we'll be closing today's conference call. We thank you for joining. You may now disconnect your lines.